{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 地理编码"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 引入必要的东西\n",
    "import pandas as pd\n",
    "import requests\n",
    "import json \n",
    "key_li = \"930d28747b313ddc559a5c729d292aab\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'status': '1', 'info': 'OK', 'infocode': '10000', 'count': '1', 'geocodes': [{'formatted_address': '广东省广州市从化区中山大学南方学院', 'country': '中国', 'province': '广东省', 'citycode': '020', 'city': '广州市', 'district': '从化区', 'township': [], 'neighborhood': {'name': [], 'type': []}, 'building': {'name': [], 'type': []}, 'adcode': '440117', 'street': [], 'number': [], 'location': '113.679287,23.632575', 'level': '兴趣点'}]}\n",
      "113.679287,23.632575\n"
     ]
    }
   ],
   "source": [
    "def geocode(address,city=None,batch=None,sig=None)->dict:\n",
    "    url = 'https://restapi.amap.com/v3/geocode/geo?parameters'\n",
    "    params={\n",
    "        'key': key_li,\n",
    "        'address':address,\n",
    "        'city':city,\n",
    "        'batch':batch,\n",
    "        'sig':sig,       \n",
    "    }\n",
    "    response = requests.get(url='https://restapi.amap.com/v3/geocode/geo?parameters',params=params)\n",
    "    data = response.json()\n",
    "    return data\n",
    "中大南方 = geocode(address='广东省广州市中山大学南方学院')\n",
    "print(中大南方)\n",
    "中大南方地理编码 = 中大南方['geocodes'][0]['location']\n",
    "print(中大南方地理编码)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 逆地理编码"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'status': '1', 'regeocode': {'addressComponent': {'city': '广州市', 'province': '广东省', 'adcode': '440117', 'district': '从化区', 'towncode': '440117103000', 'streetNumber': {'number': '7号', 'location': '113.678600,23.633329', 'direction': '西北', 'distance': '109.203', 'street': '博学路'}, 'country': '中国', 'township': '温泉镇', 'businessAreas': [[]], 'building': {'name': [], 'type': []}, 'neighborhood': {'name': [], 'type': []}, 'citycode': '020'}, 'formatted_address': '广东省广州市从化区温泉镇中山大学南方学院'}, 'info': 'OK', 'infocode': '10000'}\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>status</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>info</th>\n",
       "      <td>OK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>infocode</th>\n",
       "      <td>10000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>regeocode.addressComponent.city</th>\n",
       "      <td>广州市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>regeocode.addressComponent.province</th>\n",
       "      <td>广东省</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>regeocode.addressComponent.adcode</th>\n",
       "      <td>440117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>regeocode.addressComponent.district</th>\n",
       "      <td>从化区</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>regeocode.addressComponent.towncode</th>\n",
       "      <td>440117103000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>regeocode.addressComponent.streetNumber.number</th>\n",
       "      <td>7号</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>regeocode.addressComponent.streetNumber.location</th>\n",
       "      <td>113.678600,23.633329</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>regeocode.addressComponent.streetNumber.direction</th>\n",
       "      <td>西北</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>regeocode.addressComponent.streetNumber.distance</th>\n",
       "      <td>109.203</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>regeocode.addressComponent.streetNumber.street</th>\n",
       "      <td>博学路</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>regeocode.addressComponent.country</th>\n",
       "      <td>中国</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>regeocode.addressComponent.township</th>\n",
       "      <td>温泉镇</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>regeocode.addressComponent.businessAreas</th>\n",
       "      <td>[[]]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>regeocode.addressComponent.building.name</th>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>regeocode.addressComponent.building.type</th>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>regeocode.addressComponent.neighborhood.name</th>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>regeocode.addressComponent.neighborhood.type</th>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>regeocode.addressComponent.citycode</th>\n",
       "      <td>020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>regeocode.formatted_address</th>\n",
       "      <td>广东省广州市从化区温泉镇中山大学南方学院</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                      0\n",
       "status                                                                1\n",
       "info                                                                 OK\n",
       "infocode                                                          10000\n",
       "regeocode.addressComponent.city                                     广州市\n",
       "regeocode.addressComponent.province                                 广东省\n",
       "regeocode.addressComponent.adcode                                440117\n",
       "regeocode.addressComponent.district                                 从化区\n",
       "regeocode.addressComponent.towncode                        440117103000\n",
       "regeocode.addressComponent.streetNumber.number                       7号\n",
       "regeocode.addressComponent.streetNumber.location   113.678600,23.633329\n",
       "regeocode.addressComponent.streetNumber.direction                    西北\n",
       "regeocode.addressComponent.streetNumber.distance                109.203\n",
       "regeocode.addressComponent.streetNumber.street                      博学路\n",
       "regeocode.addressComponent.country                                   中国\n",
       "regeocode.addressComponent.township                                 温泉镇\n",
       "regeocode.addressComponent.businessAreas                           [[]]\n",
       "regeocode.addressComponent.building.name                             []\n",
       "regeocode.addressComponent.building.type                             []\n",
       "regeocode.addressComponent.neighborhood.name                         []\n",
       "regeocode.addressComponent.neighborhood.type                         []\n",
       "regeocode.addressComponent.citycode                                 020\n",
       "regeocode.formatted_address                        广东省广州市从化区温泉镇中山大学南方学院"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def regeocode(location,poitype=None,radius=None,extensions=\"base\",batch=False,roadlevel=None,sig=None,homeorcorp=None)->dict:\n",
    "    \"\"\"获取逆地理编码\"\"\"\n",
    "    url = 'https://restapi.amap.com/v3/geocode/regeo?parameters'\n",
    "    params={\n",
    "        'key': key_li,\n",
    "        'location':location,\n",
    "        'poitype':poitype,\n",
    "        'radius':radius,\n",
    "        'extensions':extensions,\n",
    "        'batch':batch,\n",
    "        'roadlevel':roadlevel,\n",
    "        'homeorcorp':homeorcorp,\n",
    "        'sig':sig,\n",
    "        'output':'json'\n",
    "    }\n",
    "    response = requests.get(url,params=params)\n",
    "    data = response.json()\n",
    "    return data\n",
    "\n",
    "中大南方逆地理编码 = regeocode(中大南方地理编码)\n",
    "print(中大南方逆地理编码)\n",
    "df_中大南方逆地理编码 = pd.json_normalize(中大南方逆地理编码).T\n",
    "display(df_中大南方逆地理编码)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 路径规划"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 步行路径规划"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [],
   "source": [
    "def walking(origin,destination,sig=None)->dict:\n",
    "    url = 'https://restapi.amap.com/v3/direction/walking?parameters'\n",
    "    params={\n",
    "        'key':key_li,\n",
    "        'origin':origin,\n",
    "        'destination':destination,\n",
    "        'output':'json'\n",
    "    }\n",
    "    response = requests.get(url,params=params)\n",
    "    data = response.json()\n",
    "    return data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(起点)中大南方_location: 113.679287,23.632575 (终点)天河城_location: 113.361200,23.124680\n"
     ]
    }
   ],
   "source": [
    "天河城 = geocode('广东省广州市天河区天河城')\n",
    "天河城_location = 天河城['geocodes'][0]['location']\n",
    "中大南方_location = 中大南方['geocodes'][0]['location']\n",
    "print(\"(起点)中大南方_location:\",中大南方_location,\"(终点)天河城_location:\",天河城_location)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'status': '1', 'info': 'ok', 'infocode': '10000', 'count': '1', 'route': {'origin': '113.679287,23.632575', 'destination': '113.361200,23.124680', 'paths': [{'distance': '79643', 'duration': '63714', 'steps': [{'instruction': '向东步行101米右转', 'orientation': '东', 'road': [], 'distance': '101', 'duration': '81', 'polyline': '113.679592,23.632491;113.680586,23.632522', 'action': '右转', 'assistant_action': [], 'walk_type': '0'}, {'instruction': '向南步行199米向右前方行走', 'orientation': '南', 'road': [], 'distance': '199', 'duration': '159', 'polyline': '113.680586,23.632522;113.680638,23.63214;113.680668,23.63174;113.680634,23.631541;113.68059,23.631437;113.68059,23.631437;113.680499,23.631241;113.680408,23.631094;113.680208,23.630842', 'action': '向右前方行走', 'assistant_action': [], 'walk_type': '0'}, {'instruction': '向西步行159米左转', 'orientation': '西', 'road': [], 'distance': '159', 'duration': '127', 'polyline': '113.680204,23.630838;113.680035,23.630773;113.680035,23.630773;113.679644,23.630638;113.679644,23.630638;113.679362,23.630521;113.679201,23.630473;113.679201,23.630473;113.679032,23.63043;113.679032,23.63043;113.67888,23.630404;113.67888,23.630404;113.678711,23.630365', 'action': '左转', 'assistant_action': [], 'walk_type': '0'}, {'instruction': '向南步行237米左转', 'orientation': '南', 'road': [], 'distance': '237', 'duration': '190', 'polyline': '113.678711,23.63036;113.678711,23.62934;113.678711,23.62934;113.678711,23.629193;113.678689,23.629084;113.678637,23.629023;113.678424,23.628902;113.678368,23.628841;113.678316,23.628724;113.678294,23.628611;113.678294,23.628611;113.678277,23.628372', 'action': '左转', 'assistant_action': [], 'walk_type': '0'}, {'instruction': '向南步行498米向右前方行走', 'orientation': '南', 'road': [], 'distance': '498', 'duration': '398', 'polyline': '113.678273,23.628368;113.678572,23.628338;113.678685,23.628307;113.678685,23.628307;113.678845,23.628234;113.679045,23.628073;113.679158,23.627964;113.679158,23.627964;113.679214,23.627869;113.679236,23.627778;113.67928,23.627526;113.679288,23.627322;113.679288,23.627322;113.679253,23.626853;113.679184,23.626623;113.679141,23.626497;113.679002,23.626259;113.678941,23.626176;113.678711,23.625977;113.67862,23.625864;113.678529,23.62572;113.678438,23.625191;113.678429,23.625056;113.678451,23.624939;113.678572,23.624657', 'action': '向右前方行走', 'assistant_action': [], 'walk_type': '0'}, {'instruction': '向西南步行722米左转', 'orientation': '西南', 'road': [], 'distance': '722', 'duration': '578', 'polyline': '113.678572,23.624653;113.678559,23.62451;113.678416,23.624323;113.678416,23.624323;113.677582,23.623793;113.676532,23.623346;113.676363,23.623255;113.676272,23.623151;113.676111,23.622834;113.676042,23.622739;113.67579,23.622483;113.675499,23.622279;113.675417,23.622174;113.675386,23.622088;113.675378,23.621836;113.675378,23.621836;113.675391,23.62161;113.675434,23.621476;113.675543,23.621359;113.675764,23.621181;113.675846,23.621089;113.675903,23.620994;113.675907,23.620855;113.675877,23.620725;113.675747,23.620547;113.675599,23.620373;113.675243,23.620013', 'action': '左转', 'assistant_action': [], 'walk_type': '0'}, {'instruction': '向东南步行412米向右前方行走', 'orientation': '东南', 'road': [], 'distance': '412', 'duration': '330', 'polyline': '113.675239,23.620009;113.67549,23.620013;113.675642,23.619991;113.675773,23.619948;113.676016,23.619796;113.676901,23.619193;113.677261,23.618785;113.678069,23.61783;113.678069,23.61783;113.678181,23.617656', 'action': '向右前方行走', 'assistant_action': [], 'walk_type': '0'}, {'instruction': '沿乌土街向南步行1381米右转', 'orientation': '南', 'road': '乌土街', 'distance': '1381', 'duration': '1105', 'polyline': '113.678181,23.617652;113.678095,23.617205;113.678051,23.617075;113.677973,23.616923;113.677743,23.616558;113.677609,23.616289;113.677391,23.615816;113.677339,23.615668;113.67714,23.614826;113.677049,23.614323;113.676927,23.613359;113.676845,23.612786;113.676602,23.611489;113.676415,23.610438;113.676411,23.610265;113.676411,23.610265;113.676489,23.609848;113.676502,23.609622;113.676493,23.609236;113.676415,23.608746;113.676415,23.608485;113.67648,23.60819;113.67661,23.607734;113.676819,23.606736;113.676862,23.606541;113.676914,23.606415;113.677014,23.606254;113.677535,23.605673', 'action': '右转', 'assistant_action': [], 'walk_type': '0'}, {'instruction': '沿乌土街向西南步行165米直行', 'orientation': '西南', 'road': '乌土街', 'distance': '165', 'duration': '132', 'polyline': '113.677535,23.605668;113.676988,23.605373;113.676402,23.605;113.676163,23.604887', 'action': '直行', 'assistant_action': [], 'walk_type': '0'}, {'instruction': '沿934县道向西步行118米直行', 'orientation': '西', 'road': '934县道', 'distance': '118', 'duration': '94', 'polyline': '113.676159,23.604883;113.675799,23.604805;113.675508,23.604779;113.675508,23.604779;113.675013,23.60474', 'action': '直行', 'assistant_action': [], 'walk_type': '0'}, {'instruction': '沿桃园东路向西南步行674米向右前方行走', 'orientation': '西南', 'road': '桃园东路', 'distance': '674', 'duration': '539', 'polyline': '113.675009,23.604735;113.674236,23.604683;113.673893,23.604618;113.673464,23.604492;113.673464,23.604492;113.67168,23.604006;113.671541,23.603958;113.671411,23.603854;113.671068,23.603472;113.670807,23.603264;113.670807,23.603264;113.670525,23.603073;113.6702,23.602904;113.6702,23.602904;113.670022,23.602795;113.670022,23.602795;113.669909,23.602682;113.669818,23.602517;113.669787,23.602413;113.669718,23.601901', 'action': '向右前方行走', 'assistant_action': [], 'walk_type': '0'}, {'instruction': '沿桃园东路向西南步行247米直行', 'orientation': '西南', 'road': '桃园东路', 'distance': '247', 'duration': '198', 'polyline': '113.669714,23.601897;113.66964,23.601771;113.66964,23.601771;113.669488,23.601558;113.669488,23.601558;113.668789,23.600859;113.668663,23.600768;113.668663,23.600768;113.668442,23.600647;113.667947,23.600417', 'action': '直行', 'assistant_action': [], 'walk_type': '0'}, {'instruction': '沿桃园西路向西南步行2775米向右前方行走', 'orientation': '西南', 'road': '桃园西路', 'distance': '2775', 'duration': '2220', 'polyline': 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'assistant_action': [], 'walk_type': '0'}, {'instruction': '向南步行11米右转', 'orientation': '南', 'road': [], 'distance': '11', 'duration': '9', 'polyline': '113.362066,23.126272;113.362053,23.126224;113.362053,23.126224;113.36204,23.126176', 'action': '右转', 'assistant_action': [], 'walk_type': '0'}, {'instruction': '向西步行47米左转', 'orientation': '西', 'road': [], 'distance': '47', 'duration': '38', 'polyline': '113.362036,23.126172;113.361589,23.126241', 'action': '左转', 'assistant_action': [], 'walk_type': '0'}, {'instruction': '向西南步行178米到达目的地', 'orientation': '西南', 'road': [], 'distance': '178', 'duration': '142', 'polyline': '113.361584,23.126241;113.361484,23.125994;113.361285,23.125647;113.361141,23.125339;113.361141,23.125339;113.36092,23.124952;113.360859,23.124783', 'action': [], 'assistant_action': '到达目的地', 'walk_type': '0'}]}]}}\n"
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       "      <td>向东步行101米右转</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>向西步行159米左转</td>\n",
       "      <td>西</td>\n",
       "      <td>[]</td>\n",
       "      <td>159</td>\n",
       "      <td>127</td>\n",
       "      <td>113.680204,23.630838;113.680035,23.630773;113....</td>\n",
       "      <td>左转</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>向南步行237米左转</td>\n",
       "      <td>南</td>\n",
       "      <td>[]</td>\n",
       "      <td>237</td>\n",
       "      <td>190</td>\n",
       "      <td>113.678711,23.63036;113.678711,23.62934;113.67...</td>\n",
       "      <td>左转</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>向南步行498米向右前方行走</td>\n",
       "      <td>南</td>\n",
       "      <td>[]</td>\n",
       "      <td>498</td>\n",
       "      <td>398</td>\n",
       "      <td>113.678273,23.628368;113.678572,23.628338;113....</td>\n",
       "      <td>向右前方行走</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>沿天府路向南步行819米右转</td>\n",
       "      <td>南</td>\n",
       "      <td>天府路</td>\n",
       "      <td>819</td>\n",
       "      <td>655</td>\n",
       "      <td>113.362257,23.133637;113.36227,23.133268;113.3...</td>\n",
       "      <td>右转</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>向西步行31米左转</td>\n",
       "      <td>西</td>\n",
       "      <td>[]</td>\n",
       "      <td>31</td>\n",
       "      <td>25</td>\n",
       "      <td>113.36237,23.126228;113.362292,23.126241;113.3...</td>\n",
       "      <td>左转</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>向南步行11米右转</td>\n",
       "      <td>南</td>\n",
       "      <td>[]</td>\n",
       "      <td>11</td>\n",
       "      <td>9</td>\n",
       "      <td>113.362066,23.126272;113.362053,23.126224;113....</td>\n",
       "      <td>右转</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>向西步行47米左转</td>\n",
       "      <td>西</td>\n",
       "      <td>[]</td>\n",
       "      <td>47</td>\n",
       "      <td>38</td>\n",
       "      <td>113.362036,23.126172;113.361589,23.126241</td>\n",
       "      <td>左转</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>向西南步行178米到达目的地</td>\n",
       "      <td>西南</td>\n",
       "      <td>[]</td>\n",
       "      <td>178</td>\n",
       "      <td>142</td>\n",
       "      <td>113.361584,23.126241;113.361484,23.125994;113....</td>\n",
       "      <td>[]</td>\n",
       "      <td>到达目的地</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>110 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        instruction orientation road distance duration  \\\n",
       "0        向东步行101米右转           东   []      101       81   \n",
       "1    向南步行199米向右前方行走           南   []      199      159   \n",
       "2        向西步行159米左转           西   []      159      127   \n",
       "3        向南步行237米左转           南   []      237      190   \n",
       "4    向南步行498米向右前方行走           南   []      498      398   \n",
       "..              ...         ...  ...      ...      ...   \n",
       "105  沿天府路向南步行819米右转           南  天府路      819      655   \n",
       "106       向西步行31米左转           西   []       31       25   \n",
       "107       向南步行11米右转           南   []       11        9   \n",
       "108       向西步行47米左转           西   []       47       38   \n",
       "109  向西南步行178米到达目的地          西南   []      178      142   \n",
       "\n",
       "                                              polyline  action  \\\n",
       "0            113.679592,23.632491;113.680586,23.632522      右转   \n",
       "1    113.680586,23.632522;113.680638,23.63214;113.6...  向右前方行走   \n",
       "2    113.680204,23.630838;113.680035,23.630773;113....      左转   \n",
       "3    113.678711,23.63036;113.678711,23.62934;113.67...      左转   \n",
       "4    113.678273,23.628368;113.678572,23.628338;113....  向右前方行走   \n",
       "..                                                 ...     ...   \n",
       "105  113.362257,23.133637;113.36227,23.133268;113.3...      右转   \n",
       "106  113.36237,23.126228;113.362292,23.126241;113.3...      左转   \n",
       "107  113.362066,23.126272;113.362053,23.126224;113....      右转   \n",
       "108          113.362036,23.126172;113.361589,23.126241      左转   \n",
       "109  113.361584,23.126241;113.361484,23.125994;113....      []   \n",
       "\n",
       "    assistant_action walk_type  \n",
       "0                 []         0  \n",
       "1                 []         0  \n",
       "2                 []         0  \n",
       "3                 []         0  \n",
       "4                 []         0  \n",
       "..               ...       ...  \n",
       "105               []         0  \n",
       "106               []         0  \n",
       "107               []         0  \n",
       "108               []         0  \n",
       "109            到达目的地         0  \n",
       "\n",
       "[110 rows x 9 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "0          向东步行101米右转\n",
       "1      向南步行199米向右前方行走\n",
       "2          向西步行159米左转\n",
       "3          向南步行237米左转\n",
       "4      向南步行498米向右前方行走\n",
       "            ...      \n",
       "105    沿天府路向南步行819米右转\n",
       "106         向西步行31米左转\n",
       "107         向南步行11米右转\n",
       "108         向西步行47米左转\n",
       "109    向西南步行178米到达目的地\n",
       "Name: instruction, Length: 110, dtype: object"
      ]
     },
     "execution_count": 118,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "中大南方_天河城 = walking(中大南方_location,天河城_location)\n",
    "df_步行路径规划 = pd.json_normalize(中大南方_天河城[\"route\"][\"paths\"][0]['steps'])\n",
    "print(中大南方_天河城)\n",
    "display(df_步行路径规划)\n",
    "df_步行路径规划[\"instruction\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 公交路径规划"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(起点)中山大学_location: 113.290219,23.128596 (终点)正佳广场_location: 113.327030,23.132175\n",
      "{'status': '1', 'info': 'OK', 'infocode': '10000', 'count': '5', 'route': {'origin': '113.290219,23.128596', 'destination': '113.327030,23.132175', 'distance': '3795', 'taxi_cost': '21', 'transits': [{'cost': '3.0', 'duration': '1512', 'nightflag': '0', 'walking_distance': '1143', 'distance': '6302', 'missed': '1', 'segments': [{'taxi': [], 'walking': {'origin': '113.290367,23.128555', 'destination': '113.285667,23.126701', 'distance': '821', 'duration': '703', 'steps': [{'instruction': '沿岭南路步行152米左转', 'road': '岭南路', 'distance': '152', 'duration': [], 'polyline': '113.290367,23.128555;113.290298,23.128311;113.290245,23.128094;113.290176,23.127834;113.290115,23.127705;113.290047,23.127596;113.289932,23.127483;113.289833,23.127426;113.289719,23.127392', 'action': '左转', 'assistant_action': []}, {'instruction': '沿岭南路步行75米往前走', 'road': '岭南路', 'distance': '75', 'duration': [], 'polyline': '113.289719,23.127388;113.289894,23.127035;113.289902,23.126957;113.289864,23.126745', 'action': '往前走', 'assistant_action': []}, {'instruction': '沿杏林路步行155米左转', 'road': '杏林路', 'distance': '155', 'duration': [], 'polyline': '113.289864,23.126740;113.289742,23.126163;113.289703,23.126085;113.289635,23.126041;113.289558,23.126020;113.289474,23.126020;113.289253,23.126045;113.288940,23.126093', 'action': '左转', 'assistant_action': []}, {'instruction': '步行32米往前走', 'road': [], 'distance': '32', 'duration': [], 'polyline': '113.288940,23.126093;113.288879,23.125807', 'action': '往前走', 'assistant_action': []}, {'instruction': '沿逸仙路步行16米右转', 'road': '逸仙路', 'distance': '16', 'duration': [], 'polyline': '113.288879,23.125803;113.288857,23.125769;113.288811,23.125668', 'action': '右转', 'assistant_action': []}, {'instruction': '沿中山二路步行221米往前走', 'road': '中山二路', 'distance': '221', 'duration': [], 'polyline': '113.288803,23.125664;113.287842,23.126041;113.286797,23.126436', 'action': '往前走', 'assistant_action': []}, {'instruction': '沿中山三路步行32米右转', 'road': '中山三路', 'distance': '32', 'duration': [], 'polyline': '113.286789,23.126436;113.286491,23.126514', 'action': '右转', 'assistant_action': []}, {'instruction': '步行138米到达烈士陵园', 'road': [], 'distance': '138', 'duration': [], 'polyline': '113.286491,23.126514;113.286560,23.126728;113.286377,23.126780;113.286301,23.126541;113.285667,23.126701', 'action': [], 'assistant_action': '到达烈士陵园'}]}, 'bus': {'buslines': [{'departure_stop': {'name': '烈士陵园', 'id': '440100023050012', 'location': '113.285663,23.126704'}, 'arrival_stop': {'name': '体育中心', 'id': '440100023050016', 'location': '113.328376,23.134970'}, 'name': '地铁1号线(西塱--广州东站)', 'id': '440100023050', 'type': '地铁线路', 'distance': '5159', 'duration': '533', 'polyline': '113.285663,23.126704;113.286664,23.126439;113.286710,23.126422;113.286808,23.126380;113.286927,23.126336;113.287355,23.126162;113.288293,23.125803;113.288728,23.125623;113.289067,23.125502;113.289285,23.125420;113.289562,23.125325;113.289980,23.125210;113.291440,23.124819;113.292735,23.124499;113.293696,23.124254;113.294130,23.124160;113.295373,23.123980;113.296630,23.123797;113.296880,23.123771;113.297093,23.123788;113.297758,23.123894;113.298692,23.124056;113.299513,23.124281;113.301290,23.124878;113.302367,23.125220;113.303052,23.125418;113.303679,23.125634;113.304151,23.125812;113.304782,23.126087;113.305306,23.126327;113.305986,23.126659;113.307209,23.127364;113.307628,23.127575;113.308877,23.128137;113.310137,23.128710;113.310368,23.128810;113.310703,23.128938;113.310998,23.129028;113.311304,23.129103;113.311604,23.129194;113.312039,23.129248;113.312666,23.129328;113.313255,23.129394;113.315224,23.129706;113.318401,23.130500;113.319601,23.130872;113.320267,23.131043;113.320799,23.131151;113.321503,23.131138;113.322700,23.131098;113.326191,23.131352;113.326625,23.131415;113.326986,23.131511;113.327289,23.131628;113.327564,23.131804;113.327925,23.132066;113.328157,23.132322;113.328294,23.132561;113.328369,23.132858;113.328376,23.133261;113.328376,23.134970', 'bustimetag': '2', 'start_time': '0600', 'end_time': '2255', 'via_num': '3', 'via_stops': [{'name': '东山口', 'id': '440100023050013', 'location': '113.295373,23.123980'}, {'name': '杨箕', 'id': '440100023050014', 'location': '113.308877,23.128137'}, {'name': '体育西路', 'id': '440100023050015', 'location': '113.321503,23.131138'}]}]}, 'entrance': {'name': 'C口', 'location': '113.286560,23.126730'}, 'exit': {'name': 'D2口', 'location': '113.328087,23.134094'}, 'railway': {'via_stops': [], 'alters': [], 'spaces': []}}, {'taxi': [], 'walking': {'origin': '113.328377,23.134970', 'destination': '113.327568,23.133020', 'distance': '322', 'duration': '276', 'steps': [{'instruction': '步行138米右转', 'road': [], 'distance': '138', 'duration': [], 'polyline': '113.328377,23.134970;113.328377,23.134756;113.328377,23.134310;113.328087,23.134310;113.328087,23.134098;113.328232,23.134092', 'action': '右转', 'assistant_action': []}, {'instruction': '沿体育东路步行116米右转', 'road': '体育东路', 'distance': '116', 'duration': [], 'polyline': '113.328232,23.134089;113.328232,23.134079;113.328224,23.133585;113.328232,23.133326;113.328239,23.133030', 'action': '右转', 'assistant_action': []}, {'instruction': '步行68米', 'road': [], 'distance': '68', 'duration': [], 'polyline': '113.328239,23.133026;113.328087,23.133020;113.327568,23.133020', 'action': [], 'assistant_action': []}]}, 'bus': {'buslines': []}, 'entrance': [], 'exit': [], 'railway': {'via_stops': [], 'alters': [], 'spaces': []}}]}, {'cost': '2.0', 'duration': '1941', 'nightflag': '0', 'walking_distance': '825', 'distance': '4251', 'missed': '1', 'segments': [{'taxi': [], 'walking': {'origin': '113.290367,23.128555', 'destination': '113.290489,23.131870', 'distance': '662', 'duration': '567', 'steps': [{'instruction': '沿岭南路步行132米右转', 'road': '岭南路', 'distance': '132', 'duration': [], 'polyline': '113.290367,23.128555;113.290443,23.128807;113.290588,23.129210;113.290710,23.129545;113.290787,23.129700', 'action': '右转', 'assistant_action': []}, {'instruction': '步行107米左转', 'road': [], 'distance': '107', 'duration': [], 'polyline': '113.290787,23.129700;113.290916,23.129669;113.291260,23.129675;113.291672,23.129683;113.291817,23.129744', 'action': '左转', 'assistant_action': []}, {'instruction': '沿执信南路步行30米向右前方行走', 'road': '执信南路', 'distance': '30', 'duration': [], 'polyline': '113.291817,23.129744;113.291794,23.130018', 'action': '向右前方行走', 'assistant_action': []}, {'instruction': '步行183米右转', 'road': [], 'distance': '183', 'duration': [], 'polyline': '113.291794,23.130018;113.291870,23.130018;113.291855,23.130251;113.291824,23.130686;113.291862,23.130724;113.291916,23.130808;113.291924,23.130880;113.291924,23.130938;113.291893,23.131037;113.291786,23.131124;113.291748,23.131458;113.291672,23.131458', 'action': '右转', 'assistant_action': []}, {'instruction': '沿执信南路步行91米左转', 'road': '执信南路', 'distance': '91', 'duration': [], 'polyline': '113.291672,23.131454;113.291656,23.131767;113.291634,23.131840;113.291588,23.132278', 'action': '左转', 'assistant_action': []}, {'instruction': '沿先烈南路步行119米到达先烈南路', 'road': '先烈南路', 'distance': '119', 'duration': [], 'polyline': '113.291580,23.132278;113.291306,23.132139;113.291069,23.132050;113.290802,23.131952;113.290642,23.131901;113.290489,23.131870', 'action': [], 'assistant_action': '到达先烈南路'}]}, 'bus': {'buslines': [{'departure_stop': {'name': '先烈南路', 'id': '440100013925012', 'location': '113.290489,23.131866'}, 'arrival_stop': {'name': '体育中心', 'id': '440100013925015', 'location': '113.325615,23.133224'}, 'name': '广高峰快线30路(万科四季花城总站--体育中心)', 'id': '440100013925', 'type': '普通公交线路', 'distance': '3426', 'duration': '1234', 'polyline': 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'bustimetag': '2', 'start_time': '0600', 'end_time': '2200', 'via_num': '5', 'via_stops': [{'name': '东风东路站', 'id': '440100016846008', 'location': '113.301007,23.131493'}, {'name': '东峻广场', 'id': '440100016846009', 'location': '113.305864,23.131797'}, {'name': '锦城花园', 'id': '440100016846037', 'location': '113.310664,23.131549'}, {'name': '天河', 'id': '440100016846011', 'location': '113.319197,23.127587'}, {'name': '天河邮局', 'id': '440100016846013', 'location': '113.328325,23.128750'}]}]}, 'entrance': [], 'exit': [], 'railway': {'via_stops': [], 'alters': [], 'spaces': []}}, {'taxi': [], 'walking': {'origin': '113.328484,23.131516', 'destination': '113.327675,23.131546', 'distance': '197', 'duration': '168', 'steps': [{'instruction': '沿体育东路步行59米右转', 'road': '体育东路', 'distance': '59', 'duration': [], 'polyline': '113.328484,23.131516;113.328453,23.131098;113.328445,23.130981', 'action': '右转', 'assistant_action': []}, {'instruction': '步行32米向左前方行走', 'road': [], 'distance': '32', 'duration': [], 'polyline': '113.328445,23.130976;113.328140,23.130999', 'action': '向左前方行走', 'assistant_action': []}, {'instruction': '沿体育东路步行4米右转', 'road': '体育东路', 'distance': '4', 'duration': [], 'polyline': '113.328140,23.130999;113.328140,23.130959', 'action': '右转', 'assistant_action': []}, {'instruction': '沿天河南一路步行40米右转', 'road': '天河南一路', 'distance': '40', 'duration': [], 'polyline': '113.328140,23.130955;113.327972,23.130959;113.327736,23.130972', 'action': '右转', 'assistant_action': []}, {'instruction': '步行13米往前走', 'road': [], 'distance': '13', 'duration': [], 'polyline': '113.327736,23.130968;113.327736,23.131090', 'action': '往前走', 'assistant_action': []}, {'instruction': '步行49米', 'road': [], 'distance': '49', 'duration': [], 'polyline': '113.327736,23.131090;113.327728,23.131302;113.327705,23.131407;113.327675,23.131546', 'action': [], 'assistant_action': []}]}, 'bus': {'buslines': []}, 'entrance': [], 'exit': [], 'railway': {'via_stops': [], 'alters': [], 'spaces': []}}]}, {'cost': '2.0', 'duration': '2159', 'nightflag': '0', 'walking_distance': '1083', 'distance': '5693', 'missed': '1', 'segments': [{'taxi': [], 'walking': {'origin': '113.290367,23.128555', 'destination': '113.288712,23.130772', 'distance': '658', 'duration': '564', 'steps': [{'instruction': '沿岭南路步行132米右转', 'road': '岭南路', 'distance': '132', 'duration': [], 'polyline': '113.290367,23.128555;113.290443,23.128807;113.290588,23.129210;113.290710,23.129545;113.290787,23.129700', 'action': '右转', 'assistant_action': []}, {'instruction': '步行107米左转', 'road': [], 'distance': '107', 'duration': [], 'polyline': '113.290787,23.129700;113.290916,23.129669;113.291260,23.129675;113.291672,23.129683;113.291817,23.129744', 'action': '左转', 'assistant_action': []}, {'instruction': '沿执信南路步行111米左转', 'road': '执信南路', 'distance': '111', 'duration': [], 'polyline': '113.291817,23.129744;113.291794,23.130018;113.291756,23.130438;113.291740,23.130642;113.291733,23.130754', 'action': '左转', 'assistant_action': []}, {'instruction': '沿东风东路步行308米到达执信路', 'road': '东风东路', 'distance': '308', 'duration': [], 'polyline': '113.291733,23.130754;113.291588,23.130754;113.291496,23.130816;113.291122,23.130812;113.291008,23.130802;113.289742,23.130785;113.288712,23.130772', 'action': [], 'assistant_action': '到达执信路'}]}, 'bus': {'buslines': [{'departure_stop': {'name': '执信路', 'id': '440100017359007', 'location': '113.288933,23.130774'}, 'arrival_stop': {'name': '体育中心', 'id': '440100017359037', 'location': '113.322869,23.133524'}, 'name': 'B4路(广仁路总站--天河智慧城核心区总站(高唐))', 'id': '440100017359', 'type': '快速公交系统', 'distance': '4610', 'duration': '1231', 'polyline': 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'bustimetag': '2', 'start_time': [], 'end_time': [], 'via_num': '3', 'via_stops': [{'name': '东风东路站', 'id': '440100017359008', 'location': '113.303277,23.131758'}, {'name': '东峻广场站', 'id': '440100017359009', 'location': '113.305556,23.131793'}, {'name': '锦城花园', 'id': '440100017359036', 'location': '113.309657,23.131771'}]}, {'departure_stop': {'name': '执信路', 'id': '440100017355007', 'location': '113.288933,23.130774'}, 'arrival_stop': {'name': '体育中心', 'id': '440100017355041', 'location': '113.323095,23.133511'}, 'name': 'B4A路(广仁路总站--科学城总站(天泰二路))', 'id': '440100017355', 'type': '快速公交系统', 'distance': '4695', 'duration': '1238', 'polyline': 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'bustimetag': '2', 'start_time': '0645', 'end_time': '2030', 'via_num': '3', 'via_stops': [{'name': '东风东路站', 'id': '440100017355008', 'location': '113.303181,23.131770'}, {'name': '东峻广场站', 'id': '440100017355009', 'location': '113.305878,23.131798'}, {'name': '锦城花园', 'id': '440100017355040', 'location': '113.309624,23.131775'}]}]}, 'entrance': [], 'exit': [], 'railway': {'via_stops': [], 'alters': [], 'spaces': []}}, {'taxi': [], 'walking': {'origin': '113.323280,23.133503', 'destination': '113.327080,23.133064', 'distance': '425', 'duration': '364', 'steps': [{'instruction': '沿天河路步行269米右转', 'road': '天河路', 'distance': '269', 'duration': [], 'polyline': '113.323280,23.133503;113.323601,23.133493;113.324356,23.133499;113.324432,23.133499;113.324722,23.133499;113.325180,23.133493;113.325912,23.133455', 'action': '右转', 'assistant_action': []}, {'instruction': '沿正佳大街步行36米左转', 'road': '正佳大街', 'distance': '36', 'duration': [], 'polyline': '113.325912,23.133451;113.325912,23.133221;113.325905,23.133121', 'action': '左转', 'assistant_action': []}, {'instruction': '步行120米', 'road': [], 'distance': '120', 'duration': [], 'polyline': '113.325905,23.133116;113.327080,23.133064', 'action': [], 'assistant_action': []}]}, 'bus': {'buslines': []}, 'entrance': [], 'exit': [], 'railway': {'via_stops': [], 'alters': [], 'spaces': []}}]}]}}\n"
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     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>status</th>\n",
       "      <th>info</th>\n",
       "      <th>infocode</th>\n",
       "      <th>count</th>\n",
       "      <th>route.origin</th>\n",
       "      <th>route.destination</th>\n",
       "      <th>route.distance</th>\n",
       "      <th>route.taxi_cost</th>\n",
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       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>OK</td>\n",
       "      <td>10000</td>\n",
       "      <td>5</td>\n",
       "      <td>113.290219,23.128596</td>\n",
       "      <td>113.327030,23.132175</td>\n",
       "      <td>3795</td>\n",
       "      <td>21</td>\n",
       "      <td>[{'cost': '3.0', 'duration': '1512', 'nightfla...</td>\n",
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      "text/plain": [
       "  status info infocode count          route.origin     route.destination  \\\n",
       "0      1   OK    10000     5  113.290219,23.128596  113.327030,23.132175   \n",
       "\n",
       "  route.distance route.taxi_cost  \\\n",
       "0           3795              21   \n",
       "\n",
       "                                      route.transits  \n",
       "0  [{'cost': '3.0', 'duration': '1512', 'nightfla...  "
      ]
     },
     "execution_count": 119,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def integrated(origin,destination,city,cityd=None,extensions='base',strategy=None,nightflag=0,date=None,time=None,sig=None)->dict:\n",
    "    url = 'https://restapi.amap.com/v3/direction/transit/integrated?parameters'\n",
    "    params={\n",
    "        'key':key_li,\n",
    "        'origin':origin,\n",
    "        'destination':destination,\n",
    "        'city':city,\n",
    "        'cityd':cityd,\n",
    "        'extensions':extensions,\n",
    "        'strategy':strategy,\n",
    "        'nightflag':nightflag,\n",
    "        'date':date,\n",
    "        'output':'json'\n",
    "    }\n",
    "    response = requests.get(url,params=params)\n",
    "    data = response.json()\n",
    "    return data\n",
    "\n",
    "中山大学 = geocode('广东省广州市中山大学南校区')\n",
    "中山大学_location = 中山大学['geocodes'][0]['location']\n",
    "正佳广场 = geocode('广东省广州市天河区正佳广场')\n",
    "正佳广场_location = 正佳广场['geocodes'][0]['location']\n",
    "print(\"(起点)中山大学_location:\",中山大学_location,\"(终点)正佳广场_location:\",正佳广场_location)\n",
    "\n",
    "中大_正佳广场 = integrated(中山大学_location,正佳广场_location,city='广州',extensions='all')\n",
    "print(中大_正佳广场)\n",
    "df_bus = pd.json_normalize(中大_正佳广场)\n",
    "df_bus"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cost</th>\n",
       "      <th>duration</th>\n",
       "      <th>nightflag</th>\n",
       "      <th>walking_distance</th>\n",
       "      <th>distance</th>\n",
       "      <th>missed</th>\n",
       "      <th>segments</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>3.0</td>\n",
       "      <td>1512</td>\n",
       "      <td>0</td>\n",
       "      <td>1143</td>\n",
       "      <td>6302</td>\n",
       "      <td>1</td>\n",
       "      <td>[{'taxi': [], 'walking': {'origin': '113.29036...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2.0</td>\n",
       "      <td>1941</td>\n",
       "      <td>0</td>\n",
       "      <td>825</td>\n",
       "      <td>4251</td>\n",
       "      <td>1</td>\n",
       "      <td>[{'taxi': [], 'walking': {'origin': '113.29036...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2.0</td>\n",
       "      <td>2017</td>\n",
       "      <td>0</td>\n",
       "      <td>1020</td>\n",
       "      <td>4403</td>\n",
       "      <td>1</td>\n",
       "      <td>[{'taxi': [], 'walking': {'origin': '113.29036...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2.0</td>\n",
       "      <td>2120</td>\n",
       "      <td>0</td>\n",
       "      <td>855</td>\n",
       "      <td>6089</td>\n",
       "      <td>1</td>\n",
       "      <td>[{'taxi': [], 'walking': {'origin': '113.29036...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2.0</td>\n",
       "      <td>2159</td>\n",
       "      <td>0</td>\n",
       "      <td>1083</td>\n",
       "      <td>5693</td>\n",
       "      <td>1</td>\n",
       "      <td>[{'taxi': [], 'walking': {'origin': '113.29036...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  cost duration nightflag walking_distance distance missed  \\\n",
       "0  3.0     1512         0             1143     6302      1   \n",
       "1  2.0     1941         0              825     4251      1   \n",
       "2  2.0     2017         0             1020     4403      1   \n",
       "3  2.0     2120         0              855     6089      1   \n",
       "4  2.0     2159         0             1083     5693      1   \n",
       "\n",
       "                                            segments  \n",
       "0  [{'taxi': [], 'walking': {'origin': '113.29036...  \n",
       "1  [{'taxi': [], 'walking': {'origin': '113.29036...  \n",
       "2  [{'taxi': [], 'walking': {'origin': '113.29036...  \n",
       "3  [{'taxi': [], 'walking': {'origin': '113.29036...  \n",
       "4  [{'taxi': [], 'walking': {'origin': '113.29036...  "
      ]
     },
     "execution_count": 120,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.json_normalize(中大_正佳广场[\"route\"]['transits'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    }\n",
       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>taxi</th>\n",
       "      <th>walking.origin</th>\n",
       "      <th>walking.destination</th>\n",
       "      <th>walking.distance</th>\n",
       "      <th>walking.duration</th>\n",
       "      <th>walking.steps</th>\n",
       "      <th>bus.buslines</th>\n",
       "      <th>entrance.name</th>\n",
       "      <th>entrance.location</th>\n",
       "      <th>exit.name</th>\n",
       "      <th>exit.location</th>\n",
       "      <th>railway.via_stops</th>\n",
       "      <th>railway.alters</th>\n",
       "      <th>railway.spaces</th>\n",
       "      <th>entrance</th>\n",
       "      <th>exit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[]</td>\n",
       "      <td>113.290367,23.128555</td>\n",
       "      <td>113.285667,23.126701</td>\n",
       "      <td>821</td>\n",
       "      <td>703</td>\n",
       "      <td>[{'instruction': '沿岭南路步行152米左转', 'road': '岭南路'...</td>\n",
       "      <td>[{'departure_stop': {'name': '烈士陵园', 'id': '44...</td>\n",
       "      <td>C口</td>\n",
       "      <td>113.286560,23.126730</td>\n",
       "      <td>D2口</td>\n",
       "      <td>113.328087,23.134094</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>[]</td>\n",
       "      <td>113.328377,23.134970</td>\n",
       "      <td>113.327568,23.133020</td>\n",
       "      <td>322</td>\n",
       "      <td>276</td>\n",
       "      <td>[{'instruction': '步行138米右转', 'road': [], 'dist...</td>\n",
       "      <td>[]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  taxi        walking.origin   walking.destination walking.distance  \\\n",
       "0   []  113.290367,23.128555  113.285667,23.126701              821   \n",
       "1   []  113.328377,23.134970  113.327568,23.133020              322   \n",
       "\n",
       "  walking.duration                                      walking.steps  \\\n",
       "0              703  [{'instruction': '沿岭南路步行152米左转', 'road': '岭南路'...   \n",
       "1              276  [{'instruction': '步行138米右转', 'road': [], 'dist...   \n",
       "\n",
       "                                        bus.buslines entrance.name  \\\n",
       "0  [{'departure_stop': {'name': '烈士陵园', 'id': '44...            C口   \n",
       "1                                                 []           NaN   \n",
       "\n",
       "      entrance.location exit.name         exit.location railway.via_stops  \\\n",
       "0  113.286560,23.126730       D2口  113.328087,23.134094                []   \n",
       "1                   NaN       NaN                   NaN                []   \n",
       "\n",
       "  railway.alters railway.spaces entrance exit  \n",
       "0             []             []      NaN  NaN  \n",
       "1             []             []       []   []  "
      ]
     },
     "execution_count": 121,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.json_normalize(中大_正佳广场[\"route\"]['transits'][0]['segments'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>id</th>\n",
       "      <th>type</th>\n",
       "      <th>distance</th>\n",
       "      <th>duration</th>\n",
       "      <th>polyline</th>\n",
       "      <th>bustimetag</th>\n",
       "      <th>start_time</th>\n",
       "      <th>end_time</th>\n",
       "      <th>via_num</th>\n",
       "      <th>via_stops</th>\n",
       "      <th>departure_stop.name</th>\n",
       "      <th>departure_stop.id</th>\n",
       "      <th>departure_stop.location</th>\n",
       "      <th>arrival_stop.name</th>\n",
       "      <th>arrival_stop.id</th>\n",
       "      <th>arrival_stop.location</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>地铁1号线(西塱--广州东站)</td>\n",
       "      <td>440100023050</td>\n",
       "      <td>地铁线路</td>\n",
       "      <td>5159</td>\n",
       "      <td>533</td>\n",
       "      <td>113.285663,23.126704;113.286664,23.126439;113....</td>\n",
       "      <td>2</td>\n",
       "      <td>0600</td>\n",
       "      <td>2255</td>\n",
       "      <td>3</td>\n",
       "      <td>[{'name': '东山口', 'id': '440100023050013', 'loc...</td>\n",
       "      <td>烈士陵园</td>\n",
       "      <td>440100023050012</td>\n",
       "      <td>113.285663,23.126704</td>\n",
       "      <td>体育中心</td>\n",
       "      <td>440100023050016</td>\n",
       "      <td>113.328376,23.134970</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              name            id  type distance duration  \\\n",
       "0  地铁1号线(西塱--广州东站)  440100023050  地铁线路     5159      533   \n",
       "\n",
       "                                            polyline bustimetag start_time  \\\n",
       "0  113.285663,23.126704;113.286664,23.126439;113....          2       0600   \n",
       "\n",
       "  end_time via_num                                          via_stops  \\\n",
       "0     2255       3  [{'name': '东山口', 'id': '440100023050013', 'loc...   \n",
       "\n",
       "  departure_stop.name departure_stop.id departure_stop.location  \\\n",
       "0                烈士陵园   440100023050012    113.285663,23.126704   \n",
       "\n",
       "  arrival_stop.name  arrival_stop.id arrival_stop.location  \n",
       "0              体育中心  440100023050016  113.328376,23.134970  "
      ]
     },
     "execution_count": 122,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_bus_基本信息 = pd.json_normalize(中大_正佳广场[\"route\"]['transits'][0]['segments'][0]['bus'][\"buslines\"])\n",
    "df_bus_基本信息"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 行政区域查询"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>citycode</th>\n",
       "      <th>adcode</th>\n",
       "      <th>name</th>\n",
       "      <th>center</th>\n",
       "      <th>level</th>\n",
       "      <th>districts</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>020</td>\n",
       "      <td>440111</td>\n",
       "      <td>同德街道</td>\n",
       "      <td>113.244,23.1719</td>\n",
       "      <td>street</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>020</td>\n",
       "      <td>440111</td>\n",
       "      <td>松洲街道</td>\n",
       "      <td>113.236,23.1838</td>\n",
       "      <td>street</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>020</td>\n",
       "      <td>440111</td>\n",
       "      <td>同和街道</td>\n",
       "      <td>113.286,23.1816</td>\n",
       "      <td>street</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>020</td>\n",
       "      <td>440111</td>\n",
       "      <td>人和镇</td>\n",
       "      <td>113.3,23.3826</td>\n",
       "      <td>street</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>020</td>\n",
       "      <td>440111</td>\n",
       "      <td>太和镇</td>\n",
       "      <td>113.351,23.3185</td>\n",
       "      <td>street</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>020</td>\n",
       "      <td>440111</td>\n",
       "      <td>景泰街道</td>\n",
       "      <td>113.288,23.1748</td>\n",
       "      <td>street</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>020</td>\n",
       "      <td>440111</td>\n",
       "      <td>均禾街道</td>\n",
       "      <td>113.243,23.2689</td>\n",
       "      <td>street</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>020</td>\n",
       "      <td>440111</td>\n",
       "      <td>永平街道</td>\n",
       "      <td>113.326,23.2307</td>\n",
       "      <td>street</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>020</td>\n",
       "      <td>440111</td>\n",
       "      <td>江高镇</td>\n",
       "      <td>113.259,23.3312</td>\n",
       "      <td>street</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>020</td>\n",
       "      <td>440111</td>\n",
       "      <td>黄石街道</td>\n",
       "      <td>113.297,23.211</td>\n",
       "      <td>street</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>020</td>\n",
       "      <td>440111</td>\n",
       "      <td>金沙街道</td>\n",
       "      <td>113.187,23.1479</td>\n",
       "      <td>street</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>020</td>\n",
       "      <td>440111</td>\n",
       "      <td>三元里街道</td>\n",
       "      <td>113.257,23.1786</td>\n",
       "      <td>street</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>020</td>\n",
       "      <td>440111</td>\n",
       "      <td>钟落潭镇</td>\n",
       "      <td>113.509,23.3031</td>\n",
       "      <td>street</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>020</td>\n",
       "      <td>440111</td>\n",
       "      <td>新市街道</td>\n",
       "      <td>113.268,23.2013</td>\n",
       "      <td>street</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>020</td>\n",
       "      <td>440111</td>\n",
       "      <td>石井街道</td>\n",
       "      <td>113.213,23.2155</td>\n",
       "      <td>street</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>020</td>\n",
       "      <td>440111</td>\n",
       "      <td>棠景街道</td>\n",
       "      <td>113.26,23.1863</td>\n",
       "      <td>street</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>020</td>\n",
       "      <td>440111</td>\n",
       "      <td>京溪街道</td>\n",
       "      <td>113.35,23.2162</td>\n",
       "      <td>street</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>020</td>\n",
       "      <td>440111</td>\n",
       "      <td>石门街道</td>\n",
       "      <td>113.178,23.2247</td>\n",
       "      <td>street</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>020</td>\n",
       "      <td>440111</td>\n",
       "      <td>白云湖街道</td>\n",
       "      <td>113.246,23.2581</td>\n",
       "      <td>street</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>020</td>\n",
       "      <td>440111</td>\n",
       "      <td>鹤龙街道</td>\n",
       "      <td>113.263,23.2124</td>\n",
       "      <td>street</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>020</td>\n",
       "      <td>440111</td>\n",
       "      <td>嘉禾街道</td>\n",
       "      <td>113.306,23.2672</td>\n",
       "      <td>street</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   citycode  adcode   name           center   level districts\n",
       "0       020  440111   同德街道  113.244,23.1719  street        []\n",
       "1       020  440111   松洲街道  113.236,23.1838  street        []\n",
       "2       020  440111   同和街道  113.286,23.1816  street        []\n",
       "3       020  440111    人和镇    113.3,23.3826  street        []\n",
       "4       020  440111    太和镇  113.351,23.3185  street        []\n",
       "5       020  440111   景泰街道  113.288,23.1748  street        []\n",
       "6       020  440111   均禾街道  113.243,23.2689  street        []\n",
       "7       020  440111   永平街道  113.326,23.2307  street        []\n",
       "8       020  440111    江高镇  113.259,23.3312  street        []\n",
       "9       020  440111   黄石街道   113.297,23.211  street        []\n",
       "10      020  440111   金沙街道  113.187,23.1479  street        []\n",
       "11      020  440111  三元里街道  113.257,23.1786  street        []\n",
       "12      020  440111   钟落潭镇  113.509,23.3031  street        []\n",
       "13      020  440111   新市街道  113.268,23.2013  street        []\n",
       "14      020  440111   石井街道  113.213,23.2155  street        []\n",
       "15      020  440111   棠景街道   113.26,23.1863  street        []\n",
       "16      020  440111   京溪街道   113.35,23.2162  street        []\n",
       "17      020  440111   石门街道  113.178,23.2247  street        []\n",
       "18      020  440111  白云湖街道  113.246,23.2581  street        []\n",
       "19      020  440111   鹤龙街道  113.263,23.2124  street        []\n",
       "20      020  440111   嘉禾街道  113.306,23.2672  street        []"
      ]
     },
     "execution_count": 123,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def district(keywords,subdistrict=None,page=None,offset=None,extensions='base',filter=None,)->dict:\n",
    "    url = 'https://restapi.amap.com/v3/config/district?parameters'\n",
    "    params={\n",
    "        'key':key_li,\n",
    "        'keywords':keywords,\n",
    "        'subdistrict':subdistrict,\n",
    "        'page':page,\n",
    "        'offset':offset,\n",
    "        'extensions':extensions,\n",
    "        'filter':filter,\n",
    "        'output':'json'\n",
    "    }\n",
    "    response = requests.get(url,params=params)\n",
    "    data = response.json()\n",
    "    return data\n",
    "行政区域 = district(keywords='广州市',extensions='base',subdistrict=3)\n",
    "行政区域\n",
    "df_行政区域_1级 = pd.json_normalize(行政区域[\"districts\"][0]['districts'])\n",
    "df_行政区域_1级\n",
    "df_行政区域_2级_广州市 = pd.json_normalize(行政区域[\"districts\"][0]['districts'][3]['districts'])\n",
    "df_行政区域_2级_广州市\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 搜索POI"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'suggestion': {'keywords': [], 'cities': []}, 'count': '672', 'infocode': '10000', 'pois': [{'parent': [], 'distance': [], 'pcode': '440000', 'importance': [], 'biz_ext': {'cost': [], 'rating': '3.0'}, 'recommend': '0', 'type': '科教文化服务;学校;中学', 'photos': [{'title': '外景图', 'url': 'http://store.is.autonavi.com/showpic/34e34ba69c103a27d1645a380707e1cd'}, {'title': [], 'url': 'http://store.is.autonavi.com/showpic/44d311afe3fe5d2d5320c9d9e2fd9e9e'}, {'title': [], 'url': 'http://store.is.autonavi.com/showpic/41861db12a9dd47deac04a85ee1db05a'}], 'discount_num': '0', 'gridcode': '3413332000', 'typecode': '141202', 'shopinfo': '0', 'poiweight': [], 'citycode': '020', 'adname': '番禺区', 'children': [], 'alias': [], 'tel': '020-84643270', 'id': 'B00140UFSS', 'tag': [], 'event': [], 'entr_location': '113.374501,22.933813', 'indoor_map': '0', 'email': [], 'timestamp': '2020-11-14 02:34:16', 'website': [], 'address': '街德胜路152号', 'adcode': '440113', 'pname': '广东省', 'biz_type': [], 'cityname': '广州市', 'postcode': [], 'match': '0', 'business_area': '市桥', 'indoor_data': {'cmsid': [], 'truefloor': [], 'cpid': [], 'floor': []}, 'childtype': [], 'exit_location': [], 'name': '东风中学', 'location': '113.375212,22.933892', 'shopid': [], 'navi_poiid': 'F49F013043_126121', 'groupbuy_num': '0'}, {'parent': [], 'distance': [], 'pcode': '440000', 'importance': [], 'biz_ext': {'cost': [], 'rating': '3.0'}, 'recommend': '0', 'type': '科教文化服务;学校;中学', 'photos': [{'title': [], 'url': 'http://store.is.autonavi.com/showpic/0523039b5a1d310f4450173d76d1c7a4'}], 'discount_num': '0', 'gridcode': '3513052021', 'typecode': '141202', 'shopinfo': '0', 'poiweight': [], 'citycode': '020', 'adname': '增城区', 'children': [], 'alias': [], 'tel': '020-82831262', 'id': 'B00140W3VK', 'tag': [], 'event': [], 'entr_location': '113.632638,23.357687', 'indoor_map': '0', 'email': [], 'timestamp': '2020-11-14 07:54:22', 'website': [], 'address': '广东省广州市增城区中新镇福和月芳路77号', 'adcode': '440118', 'pname': '广东省', 'biz_type': [], 'cityname': '广州市', 'postcode': [], 'match': '0', 'business_area': '福和', 'indoor_data': {'cmsid': [], 'truefloor': [], 'cpid': [], 'floor': []}, 'childtype': [], 'exit_location': [], 'name': '福和中学', 'location': '113.63116,23.357134', 'shopid': [], 'navi_poiid': 'F49F008046_34', 'groupbuy_num': '0'}, {'parent': [], 'distance': [], 'pcode': '440000', 'importance': [], 'biz_ext': {'cost': [], 'rating': '4.5'}, 'recommend': '0', 'type': '科教文化服务;学校;中学', 'photos': [{'title': [], 'url': 'http://store.is.autonavi.com/showpic/49c29c71b789e1c08c727e9b5a2a830b'}, {'title': [], 'url': 'http://store.is.autonavi.com/showpic/5625ff20a3102670a3614cf7'}, {'title': '外景图', 'url': 'http://store.is.autonavi.com/showpic/8a64a9d768b95c529275c59e155c2ad6'}], 'discount_num': '0', 'gridcode': '3413525511', 'typecode': '141202', 'shopinfo': '0', 'poiweight': [], 'citycode': '020', 'adname': '天河区', 'children': [], 'alias': [], 'tel': '020-85597709', 'id': 'B00140CHQG', 'tag': [], 'event': [], 'entr_location': '113.320171,23.128974', 'indoor_map': '0', 'email': [], 'timestamp': '2020-11-16 02:22:41', 'website': [], 'address': '天荣路3号', 'adcode': '440106', 'pname': '广东省', 'biz_type': [], 'cityname': '广州市', 'postcode': [], 'match': '0', 'business_area': [], 'indoor_data': {'cmsid': [], 'truefloor': [], 'cpid': [], 'floor': []}, 'childtype': [], 'exit_location': [], 'name': '天荣中学', 'location': '113.320198,23.129441', 'shopid': [], 'navi_poiid': [], 'groupbuy_num': '0'}, {'parent': [], 'distance': [], 'pcode': '440000', 'importance': [], 'biz_ext': {'cost': [], 'rating': '3.0'}, 'recommend': '0', 'type': '科教文化服务;学校;中学', 'photos': [{'title': [], 'url': 'http://store.is.autonavi.com/showpic/eca1747a178a0836b518cf059bc052d4'}, {'title': [], 'url': 'http://store.is.autonavi.com/showpic/55b5c8b5a31058fe016c12a2'}, {'title': '外景图', 'url': 'http://store.is.autonavi.com/showpic/37b5a62f0afb526a2376ad6ea28a3202'}], 'discount_num': '0', 'gridcode': '3413623512', 'typecode': '141202', 'shopinfo': '0', 'poiweight': [], 'citycode': '020', 'adname': '白云区', 'children': [], 'alias': [], 'tel': '020-37356094;020-37356080', 'id': 'B00140UF0I', 'tag': [], 'event': [], 'entr_location': '113.324524,23.194816', 'indoor_map': '0', 'email': [], 'timestamp': '2020-11-16 08:42:35', 'website': [], 'address': '握山南二路南5号', 'adcode': '440111', 'pname': '广东省', 'biz_type': [], 'cityname': '广州市', 'postcode': [], 'match': '0', 'business_area': [], 'indoor_data': {'cmsid': [], 'truefloor': [], 'cpid': [], 'floor': []}, 'childtype': [], 'exit_location': [], 'name': '同和中学', 'location': '113.323519,23.194831', 'shopid': [], 'navi_poiid': 'F49F010043_71998', 'groupbuy_num': '0'}, {'parent': [], 'distance': [], 'pcode': '440000', 'importance': [], 'biz_ext': {'cost': [], 'rating': '4.5'}, 'recommend': '0', 'type': '科教文化服务;学校;中学', 'photos': [{'title': '外景图', 'url': 'http://store.is.autonavi.com/showpic/3075b64447ec890401ccd1b23ca54498'}, {'title': '外景图', 'url': 'http://store.is.autonavi.com/showpic/d26b463c8b9305ee5149d128ba892948'}, {'title': [], 'url': 'http://store.is.autonavi.com/showpic/55b5b544a31058fe016ae816'}], 'discount_num': '0', 'gridcode': '3413324900', 'typecode': '141202', 'shopinfo': '0', 'poiweight': [], 'citycode': '020', 'adname': '番禺区', 'children': [], 'alias': [], 'tel': '020-84669190;020-84806390', 'id': 'B001402F60', 'tag': [], 'event': [], 'entr_location': '113.362136,22.952983', 'indoor_map': '0', 'email': [], 'timestamp': '2020-11-14 20:58:32', 'website': [], 'address': '光明北路232', 'adcode': '440113', 'pname': '广东省', 'biz_type': [], 'cityname': '广州市', 'postcode': [], 'match': '0', 'business_area': '市桥', 'indoor_data': {'cmsid': [], 'truefloor': [], 'cpid': [], 'floor': []}, 'childtype': [], 'exit_location': [], 'name': '星海中学', 'location': '113.362869,22.952392', 'shopid': [], 'navi_poiid': 'F49F013043_88503', 'groupbuy_num': '0'}, {'parent': [], 'distance': [], 'pcode': '440000', 'importance': [], 'biz_ext': {'cost': [], 'rating': '3.0'}, 'recommend': '0', 'type': '科教文化服务;学校;中学', 'photos': [{'title': [], 'url': 'http://store.is.autonavi.com/showpic/1d7231f50c2946c20f198781cc623a12'}, {'title': [], 'url': 'http://store.is.autonavi.com/showpic/dce396b08e13e45587101dc294a6f650'}, {'title': [], 'url': 'http://store.is.autonavi.com/showpic/3b56ca4419e9b34710a07b71d16f141b'}], 'discount_num': '0', 'gridcode': '3513120722', 'typecode': '141202', 'shopinfo': '0', 'poiweight': [], 'citycode': '020', 'adname': '花都区', 'children': [], 'alias': [], 'tel': [], 'id': 'B00140TQUE', 'tag': [], 'event': [], 'entr_location': '113.348301,23.422356', 'indoor_map': '0', 'email': [], 'timestamp': '2020-11-15 08:26:28', 'website': [], 'address': '花东镇', 'adcode': '440114', 'pname': '广东省', 'biz_type': [], 'cityname': '广州市', 'postcode': [], 'match': '0', 'business_area': '花东', 'indoor_data': {'cmsid': [], 'truefloor': [], 'cpid': [], 'floor': []}, 'childtype': [], 'exit_location': [], 'name': '大塘中学', 'location': '113.348445,23.424031', 'shopid': [], 'navi_poiid': 'F49F007043_102', 'groupbuy_num': '0'}, {'parent': 'B00141RASQ', 'distance': [], 'pcode': '440000', 'importance': [], 'biz_ext': {'cost': [], 'rating': '4.0'}, 'recommend': '0', 'type': '科教文化服务;学校;中学', 'photos': [{'title': '内景图', 'url': 'http://store.is.autonavi.com/showpic/6f90676f56875414e9eb7c566822f319'}, {'title': '外景图', 'url': 'http://store.is.autonavi.com/showpic/7a2a65c846bc844df2822bc362e99c70'}, {'title': '外景图', 'url': 'http://store.is.autonavi.com/showpic/e8551630e31f3ac6cbf4a15ea161261f'}], 'discount_num': '0', 'gridcode': '3413520222', 'typecode': '141202', 'shopinfo': '0', 'poiweight': [], 'citycode': '020', 'adname': '海珠区', 'children': [], 'alias': '九十七中|九十七中学', 'tel': '020-84275018', 'id': 'B001402580', 'tag': [], 'event': [], 'entr_location': '113.284965,23.089366', 'indoor_map': '0', 'email': [], 'timestamp': '2020-11-14 22:41:27', 'website': [], 'address': '晓港中马路133号', 'adcode': '440105', 'pname': '广东省', 'biz_type': [], 'cityname': '广州市', 'postcode': [], 'match': '0', 'business_area': '江南中', 'indoor_data': {'cmsid': [], 'truefloor': [], 'cpid': [], 'floor': []}, 'childtype': '0', 'exit_location': [], 'name': '广州市第九十七中学', 'location': '113.285307,23.089539', 'shopid': [], 'navi_poiid': 'F49F011043_44865', 'groupbuy_num': '0'}, {'parent': [], 'distance': [], 'pcode': '440000', 'importance': [], 'biz_ext': {'cost': [], 'rating': '3.0'}, 'recommend': '0', 'type': '科教文化服务;学校;中学', 'photos': [{'title': '内景图', 'url': 'http://store.is.autonavi.com/showpic/2787d89410ecff51f6ed61f02d0ef10a'}, {'title': '内景图', 'url': 'http://store.is.autonavi.com/showpic/ad74560449fd96a2706c8375d9eb1c30'}, {'title': '内景图', 'url': 'http://store.is.autonavi.com/showpic/3cc93362aa4dbe04c6facb1c10d3e0d0'}], 'discount_num': '0', 'gridcode': '3413764810', 'typecode': '141202', 'shopinfo': '0', 'poiweight': [], 'citycode': '020', 'adname': '增城区', 'children': [], 'alias': [], 'tel': '020-82712601;020-82721816', 'id': 'B00140NZD9', 'tag': [], 'event': [], 'entr_location': '113.851938,23.288773', 'indoor_map': '0', 'email': [], 'timestamp': '2020-11-14 00:36:31', 'website': [], 'address': '增江街梅花路10号', 'adcode': '440118', 'pname': '广东省', 'biz_type': [], 'cityname': '广州市', 'postcode': [], 'match': '0', 'business_area': [], 'indoor_data': {'cmsid': [], 'truefloor': [], 'cpid': [], 'floor': []}, 'childtype': [], 'exit_location': [], 'name': '增城高级中学', 'location': '113.852651,23.287645', 'shopid': [], 'navi_poiid': 'F49F009047_325', 'groupbuy_num': '0'}, {'parent': [], 'distance': [], 'pcode': '440000', 'importance': [], 'biz_ext': {'cost': [], 'rating': '3.0'}, 'recommend': '0', 'type': '科教文化服务;学校;中学', 'photos': [{'title': '门头照', 'url': 'http://store.is.autonavi.com/showpic/1e2700cc521c456c2510d9eb8660134b'}, {'title': '门头照', 'url': 'http://store.is.autonavi.com/showpic/747801edda74e3bec597d9ace2f75403'}, {'title': [], 'url': 'http://store.is.autonavi.com/showpic/541f9466c4020e5aa98bc8a84e4d1543'}], 'discount_num': '0', 'gridcode': '3413420320', 'typecode': '141202', 'shopinfo': '0', 'poiweight': [], 'citycode': '020', 'adname': '番禺区', 'children': [], 'alias': '会江学校', 'tel': '020-34782122', 'id': 'B00140W50P', 'tag': [], 'event': [], 'entr_location': '113.292200,23.007741', 'indoor_map': '0', 'email': [], 'timestamp': '2020-11-16 08:58:29', 'website': [], 'address': '大石镇江工业园石中二路101号', 'adcode': '440113', 'pname': '广东省', 'biz_type': [], 'cityname': '广州市', 'postcode': [], 'match': '0', 'business_area': '大石', 'indoor_data': {'cmsid': [], 'truefloor': [], 'cpid': [], 'floor': []}, 'childtype': [], 'exit_location': [], 'name': '会江实验学校', 'location': '113.291613,23.007627', 'shopid': [], 'navi_poiid': 'F49F012043_352256', 'groupbuy_num': '0'}, {'parent': [], 'distance': [], 'pcode': '440000', 'importance': [], 'biz_ext': {'cost': [], 'rating': '3.0'}, 'recommend': '0', 'type': '科教文化服务;学校;中学', 'photos': [{'title': [], 'url': 'http://store.is.autonavi.com/showpic/6fcd092bd37acd085e7878e6fb9884ea'}, {'title': [], 'url': 'http://store.is.autonavi.com/showpic/8df7199298ebfef30eccad51b3c8e142'}, {'title': '门头照', 'url': 'http://store.is.autonavi.com/showpic/a65aff18bfe2a25164f2a7852ba0c9f8'}], 'discount_num': '0', 'gridcode': '3413520310', 'typecode': '141202', 'shopinfo': '0', 'poiweight': [], 'citycode': '020', 'adname': '海珠区', 'children': [], 'alias': [], 'tel': '020-34306262', 'id': 'B00140UFTH', 'tag': [], 'event': [], 'entr_location': '113.290514,23.086335', 'indoor_map': '0', 'email': [], 'timestamp': '2020-11-14 04:02:37', 'website': [], 'address': '凤岗路10号', 'adcode': '440105', 'pname': '广东省', 'biz_type': [], 'cityname': '广州市', 'postcode': [], 'match': '0', 'business_area': '凤阳', 'indoor_data': {'cmsid': [], 'truefloor': [], 'cpid': [], 'floor': []}, 'childtype': [], 'exit_location': [], 'name': '春晖学校', 'location': '113.290144,23.086162', 'shopid': [], 'navi_poiid': 'F49F011043_44630', 'groupbuy_num': '0'}, {'parent': [], 'distance': [], 'pcode': '440000', 'importance': [], 'biz_ext': {'cost': [], 'rating': '3.5'}, 'recommend': '0', 'type': '科教文化服务;学校;中学', 'photos': [{'title': [], 'url': 'http://store.is.autonavi.com/showpic/ed3b5b0c1d799b8e4635c01b414917c6'}, {'title': [], 'url': 'http://store.is.autonavi.com/showpic/dfb2324dda19b75f7c963b05e2442c06'}], 'discount_num': '0', 'gridcode': '3513015602', 'typecode': '141202', 'shopinfo': '0', 'poiweight': [], 'citycode': '020', 'adname': '花都区', 'children': [], 'alias': [], 'tel': '020-86825854;020-86832928', 'id': 'B00140695F', 'tag': [], 'event': [], 'entr_location': '113.211722,23.376686', 'indoor_map': '0', 'email': [], 'timestamp': '2020-11-16 15:07:05', 'website': [], 'address': '商业大道35号', 'adcode': '440114', 'pname': '广东省', 'biz_type': [], 'cityname': '广州市', 'postcode': [], 'match': '0', 'business_area': [], 'indoor_data': {'cmsid': [], 'truefloor': [], 'cpid': [], 'floor': []}, 'childtype': [], 'exit_location': [], 'name': '广州市花都区实验中学', 'location': '113.210511,23.377327', 'shopid': [], 'navi_poiid': 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       "      <td>科教文化服务;学校;中学</td>\n",
       "      <td>[{'title': '内景图', 'url': 'http://store.is.auto...</td>\n",
       "      <td>0</td>\n",
       "      <td>3413764810</td>\n",
       "      <td>141202</td>\n",
       "      <td>...</td>\n",
       "      <td>113.852651,23.287645</td>\n",
       "      <td>[]</td>\n",
       "      <td>F49F009047_325</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>3.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>440000</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>科教文化服务;学校;中学</td>\n",
       "      <td>[{'title': '门头照', 'url': 'http://store.is.auto...</td>\n",
       "      <td>0</td>\n",
       "      <td>3413420320</td>\n",
       "      <td>141202</td>\n",
       "      <td>...</td>\n",
       "      <td>113.291613,23.007627</td>\n",
       "      <td>[]</td>\n",
       "      <td>F49F012043_352256</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>3.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>440000</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>科教文化服务;学校;中学</td>\n",
       "      <td>[{'title': [], 'url': 'http://store.is.autonav...</td>\n",
       "      <td>0</td>\n",
       "      <td>3413520310</td>\n",
       "      <td>141202</td>\n",
       "      <td>...</td>\n",
       "      <td>113.290144,23.086162</td>\n",
       "      <td>[]</td>\n",
       "      <td>F49F011043_44630</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>3.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>440000</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>科教文化服务;学校;中学</td>\n",
       "      <td>[{'title': [], 'url': 'http://store.is.autonav...</td>\n",
       "      <td>0</td>\n",
       "      <td>3513015602</td>\n",
       "      <td>141202</td>\n",
       "      <td>...</td>\n",
       "      <td>113.210511,23.377327</td>\n",
       "      <td>[]</td>\n",
       "      <td>F49F008042_231295;164145</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>3.5</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>B0FFIGLX5N</td>\n",
       "      <td>[]</td>\n",
       "      <td>440000</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>科教文化服务;学校;中学</td>\n",
       "      <td>[{'title': [], 'url': 'http://store.is.autonav...</td>\n",
       "      <td>0</td>\n",
       "      <td>3413521300</td>\n",
       "      <td>141202</td>\n",
       "      <td>...</td>\n",
       "      <td>113.29102,23.093801</td>\n",
       "      <td>[]</td>\n",
       "      <td>F49F011043_71012;71011</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>4.5</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>440000</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>科教文化服务;学校;中学</td>\n",
       "      <td>[{'title': [], 'url': 'http://store.is.autonav...</td>\n",
       "      <td>0</td>\n",
       "      <td>3513115221</td>\n",
       "      <td>141202</td>\n",
       "      <td>...</td>\n",
       "      <td>113.15763,23.464562</td>\n",
       "      <td>[]</td>\n",
       "      <td>F49F007042_6526</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>3.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>440000</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>科教文化服务;学校;中学</td>\n",
       "      <td>[{'title': [], 'url': 'http://store.is.autonav...</td>\n",
       "      <td>0</td>\n",
       "      <td>3513017810</td>\n",
       "      <td>141202</td>\n",
       "      <td>...</td>\n",
       "      <td>113.229068,23.396533</td>\n",
       "      <td>[]</td>\n",
       "      <td>F49F008042_43659</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>5.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>440000</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>科教文化服务;学校;中学</td>\n",
       "      <td>[{'title': [], 'url': 'http://store.is.autonav...</td>\n",
       "      <td>0</td>\n",
       "      <td>3413763821</td>\n",
       "      <td>141202</td>\n",
       "      <td>...</td>\n",
       "      <td>113.854174,23.282078</td>\n",
       "      <td>[]</td>\n",
       "      <td>F49F009047_127301</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>4.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>440000</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>科教文化服务;学校;中学</td>\n",
       "      <td>[{'title': [], 'url': 'http://store.is.autonav...</td>\n",
       "      <td>0</td>\n",
       "      <td>3513245610</td>\n",
       "      <td>141202</td>\n",
       "      <td>...</td>\n",
       "      <td>113.575629,23.546904</td>\n",
       "      <td>[]</td>\n",
       "      <td>F49F006045_113714</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>3.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>440000</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>科教文化服务;学校;中学</td>\n",
       "      <td>[{'title': [], 'url': 'http://store.is.autonav...</td>\n",
       "      <td>0</td>\n",
       "      <td>3413525212</td>\n",
       "      <td>141202</td>\n",
       "      <td>...</td>\n",
       "      <td>113.284834,23.130151</td>\n",
       "      <td>[]</td>\n",
       "      <td>F49F011043_603641</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>4.5</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>440000</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>科教文化服务;学校;中学</td>\n",
       "      <td>[{'title': [], 'url': 'http://store.is.autonav...</td>\n",
       "      <td>0</td>\n",
       "      <td>3413520022</td>\n",
       "      <td>141202</td>\n",
       "      <td>...</td>\n",
       "      <td>113.263304,23.089455</td>\n",
       "      <td>[]</td>\n",
       "      <td>F49F011043_139313;47922</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>4.5</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>440000</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>科教文化服务;学校;中学</td>\n",
       "      <td>[{'title': [], 'url': 'http://store.is.autonav...</td>\n",
       "      <td>0</td>\n",
       "      <td>3413517621</td>\n",
       "      <td>141202</td>\n",
       "      <td>...</td>\n",
       "      <td>113.207587,23.147487</td>\n",
       "      <td>[]</td>\n",
       "      <td>F49F011042_141569</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>3.5</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>440000</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>科教文化服务;学校;中学</td>\n",
       "      <td>[{'title': [], 'url': 'http://aos-cdn-image.am...</td>\n",
       "      <td>0</td>\n",
       "      <td>3413532510</td>\n",
       "      <td>141202</td>\n",
       "      <td>...</td>\n",
       "      <td>113.438497,23.102962</td>\n",
       "      <td>[]</td>\n",
       "      <td>F49F011044_267153</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>4.5</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>20 rows × 46 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        parent distance   pcode importance recommend          type  \\\n",
       "0           []       []  440000         []         0  科教文化服务;学校;中学   \n",
       "1           []       []  440000         []         0  科教文化服务;学校;中学   \n",
       "2           []       []  440000         []         0  科教文化服务;学校;中学   \n",
       "3           []       []  440000         []         0  科教文化服务;学校;中学   \n",
       "4           []       []  440000         []         0  科教文化服务;学校;中学   \n",
       "5           []       []  440000         []         0  科教文化服务;学校;中学   \n",
       "6   B00141RASQ       []  440000         []         0  科教文化服务;学校;中学   \n",
       "7           []       []  440000         []         0  科教文化服务;学校;中学   \n",
       "8           []       []  440000         []         0  科教文化服务;学校;中学   \n",
       "9           []       []  440000         []         0  科教文化服务;学校;中学   \n",
       "10          []       []  440000         []         0  科教文化服务;学校;中学   \n",
       "11  B0FFIGLX5N       []  440000         []         0  科教文化服务;学校;中学   \n",
       "12          []       []  440000         []         0  科教文化服务;学校;中学   \n",
       "13          []       []  440000         []         0  科教文化服务;学校;中学   \n",
       "14          []       []  440000         []         0  科教文化服务;学校;中学   \n",
       "15          []       []  440000         []         0  科教文化服务;学校;中学   \n",
       "16          []       []  440000         []         0  科教文化服务;学校;中学   \n",
       "17          []       []  440000         []         0  科教文化服务;学校;中学   \n",
       "18          []       []  440000         []         0  科教文化服务;学校;中学   \n",
       "19          []       []  440000         []         0  科教文化服务;学校;中学   \n",
       "\n",
       "                                               photos discount_num  \\\n",
       "0   [{'title': '外景图', 'url': 'http://store.is.auto...            0   \n",
       "1   [{'title': [], 'url': 'http://store.is.autonav...            0   \n",
       "2   [{'title': [], 'url': 'http://store.is.autonav...            0   \n",
       "3   [{'title': [], 'url': 'http://store.is.autonav...            0   \n",
       "4   [{'title': '外景图', 'url': 'http://store.is.auto...            0   \n",
       "5   [{'title': [], 'url': 'http://store.is.autonav...            0   \n",
       "6   [{'title': '内景图', 'url': 'http://store.is.auto...            0   \n",
       "7   [{'title': '内景图', 'url': 'http://store.is.auto...            0   \n",
       "8   [{'title': '门头照', 'url': 'http://store.is.auto...            0   \n",
       "9   [{'title': [], 'url': 'http://store.is.autonav...            0   \n",
       "10  [{'title': [], 'url': 'http://store.is.autonav...            0   \n",
       "11  [{'title': [], 'url': 'http://store.is.autonav...            0   \n",
       "12  [{'title': [], 'url': 'http://store.is.autonav...            0   \n",
       "13  [{'title': [], 'url': 'http://store.is.autonav...            0   \n",
       "14  [{'title': [], 'url': 'http://store.is.autonav...            0   \n",
       "15  [{'title': [], 'url': 'http://store.is.autonav...            0   \n",
       "16  [{'title': [], 'url': 'http://store.is.autonav...            0   \n",
       "17  [{'title': [], 'url': 'http://store.is.autonav...            0   \n",
       "18  [{'title': [], 'url': 'http://store.is.autonav...            0   \n",
       "19  [{'title': [], 'url': 'http://aos-cdn-image.am...            0   \n",
       "\n",
       "      gridcode typecode  ...              location shopid  \\\n",
       "0   3413332000   141202  ...  113.375212,22.933892     []   \n",
       "1   3513052021   141202  ...   113.63116,23.357134     []   \n",
       "2   3413525511   141202  ...  113.320198,23.129441     []   \n",
       "3   3413623512   141202  ...  113.323519,23.194831     []   \n",
       "4   3413324900   141202  ...  113.362869,22.952392     []   \n",
       "5   3513120722   141202  ...  113.348445,23.424031     []   \n",
       "6   3413520222   141202  ...  113.285307,23.089539     []   \n",
       "7   3413764810   141202  ...  113.852651,23.287645     []   \n",
       "8   3413420320   141202  ...  113.291613,23.007627     []   \n",
       "9   3413520310   141202  ...  113.290144,23.086162     []   \n",
       "10  3513015602   141202  ...  113.210511,23.377327     []   \n",
       "11  3413521300   141202  ...   113.29102,23.093801     []   \n",
       "12  3513115221   141202  ...   113.15763,23.464562     []   \n",
       "13  3513017810   141202  ...  113.229068,23.396533     []   \n",
       "14  3413763821   141202  ...  113.854174,23.282078     []   \n",
       "15  3513245610   141202  ...  113.575629,23.546904     []   \n",
       "16  3413525212   141202  ...  113.284834,23.130151     []   \n",
       "17  3413520022   141202  ...  113.263304,23.089455     []   \n",
       "18  3413517621   141202  ...  113.207587,23.147487     []   \n",
       "19  3413532510   141202  ...  113.438497,23.102962     []   \n",
       "\n",
       "                  navi_poiid groupbuy_num biz_ext.cost biz_ext.rating  \\\n",
       "0          F49F013043_126121            0           []            3.0   \n",
       "1              F49F008046_34            0           []            3.0   \n",
       "2                         []            0           []            4.5   \n",
       "3           F49F010043_71998            0           []            3.0   \n",
       "4           F49F013043_88503            0           []            4.5   \n",
       "5             F49F007043_102            0           []            3.0   \n",
       "6           F49F011043_44865            0           []            4.0   \n",
       "7             F49F009047_325            0           []            3.0   \n",
       "8          F49F012043_352256            0           []            3.0   \n",
       "9           F49F011043_44630            0           []            3.0   \n",
       "10  F49F008042_231295;164145            0           []            3.5   \n",
       "11    F49F011043_71012;71011            0           []            4.5   \n",
       "12           F49F007042_6526            0           []            3.0   \n",
       "13          F49F008042_43659            0           []            5.0   \n",
       "14         F49F009047_127301            0           []            4.0   \n",
       "15         F49F006045_113714            0           []            3.0   \n",
       "16         F49F011043_603641            0           []            4.5   \n",
       "17   F49F011043_139313;47922            0           []            4.5   \n",
       "18         F49F011042_141569            0           []            3.5   \n",
       "19         F49F011044_267153            0           []            4.5   \n",
       "\n",
       "   indoor_data.cmsid indoor_data.truefloor indoor_data.cpid indoor_data.floor  \n",
       "0                 []                    []               []                []  \n",
       "1                 []                    []               []                []  \n",
       "2                 []                    []               []                []  \n",
       "3                 []                    []               []                []  \n",
       "4                 []                    []               []                []  \n",
       "5                 []                    []               []                []  \n",
       "6                 []                    []               []                []  \n",
       "7                 []                    []               []                []  \n",
       "8                 []                    []               []                []  \n",
       "9                 []                    []               []                []  \n",
       "10                []                    []               []                []  \n",
       "11                []                    []               []                []  \n",
       "12                []                    []               []                []  \n",
       "13                []                    []               []                []  \n",
       "14                []                    []               []                []  \n",
       "15                []                    []               []                []  \n",
       "16                []                    []               []                []  \n",
       "17                []                    []               []                []  \n",
       "18                []                    []               []                []  \n",
       "19                []                    []               []                []  \n",
       "\n",
       "[20 rows x 46 columns]"
      ]
     },
     "execution_count": 124,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def place_text(keywords,types,city=None,citylimit=None,children=None,page=None,extensions='base',sig=None)->dict:\n",
    "    url = 'https://restapi.amap.com/v3/place/text?parameters'\n",
    "    params={\n",
    "        'key':key_li,\n",
    "        'keywords':keywords,\n",
    "        'types':types,\n",
    "        'city':city,\n",
    "        'citylimit':citylimit,\n",
    "        'children':children,\n",
    "        'page':page,\n",
    "        'extensions':extensions,\n",
    "        'output':'json'\n",
    "    }\n",
    "    response = requests.get(url,params=params)\n",
    "    data = response.json()\n",
    "    return data\n",
    "\n",
    "广州_中学 = place_text(keywords=None,types='中学',city=\"广州市\",children=1,extensions='all',page=3)\n",
    "print(广州_中学)\n",
    "df_广州_中学 = pd.json_normalize(广州_中学[\"pois\"])\n",
    "df_广州_中学 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {},
   "outputs": [
    {
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       "      <td>科教文化服务;学校;中学</td>\n",
       "      <td>[{'title': [], 'url': 'http://store.is.autonav...</td>\n",
       "      <td>0</td>\n",
       "      <td>3413525511</td>\n",
       "      <td>141202</td>\n",
       "      <td>...</td>\n",
       "      <td>113.320198,23.129441</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
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       "      <td>[]</td>\n",
       "      <td>440000</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>科教文化服务;学校;中学</td>\n",
       "      <td>[{'title': [], 'url': 'http://store.is.autonav...</td>\n",
       "      <td>0</td>\n",
       "      <td>3413623512</td>\n",
       "      <td>141202</td>\n",
       "      <td>...</td>\n",
       "      <td>113.323519,23.194831</td>\n",
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       "      <td>F49F010043_71998</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
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       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
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       "      <th>4</th>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>440000</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>科教文化服务;学校;中学</td>\n",
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       "      <td>141202</td>\n",
       "      <td>...</td>\n",
       "      <td>113.362869,22.952392</td>\n",
       "      <td>[]</td>\n",
       "      <td>F49F013043_88503</td>\n",
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       "      <td>[]</td>\n",
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       "      <td>[]</td>\n",
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       "      <td>[]</td>\n",
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       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>科教文化服务;学校;中学</td>\n",
       "      <td>[{'title': [], 'url': 'http://store.is.autonav...</td>\n",
       "      <td>0</td>\n",
       "      <td>3513120722</td>\n",
       "      <td>141202</td>\n",
       "      <td>...</td>\n",
       "      <td>113.348445,23.424031</td>\n",
       "      <td>[]</td>\n",
       "      <td>F49F007043_102</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
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       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
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       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>B00141RASQ</td>\n",
       "      <td>[]</td>\n",
       "      <td>440000</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>科教文化服务;学校;中学</td>\n",
       "      <td>[{'title': '内景图', 'url': 'http://store.is.auto...</td>\n",
       "      <td>0</td>\n",
       "      <td>3413520222</td>\n",
       "      <td>141202</td>\n",
       "      <td>...</td>\n",
       "      <td>113.285307,23.089539</td>\n",
       "      <td>[]</td>\n",
       "      <td>F49F011043_44865</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>4.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>440000</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>科教文化服务;学校;中学</td>\n",
       "      <td>[{'title': '内景图', 'url': 'http://store.is.auto...</td>\n",
       "      <td>0</td>\n",
       "      <td>3413764810</td>\n",
       "      <td>141202</td>\n",
       "      <td>...</td>\n",
       "      <td>113.852651,23.287645</td>\n",
       "      <td>[]</td>\n",
       "      <td>F49F009047_325</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
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       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
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       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>440000</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>科教文化服务;学校;中学</td>\n",
       "      <td>[{'title': '门头照', 'url': 'http://store.is.auto...</td>\n",
       "      <td>0</td>\n",
       "      <td>3413420320</td>\n",
       "      <td>141202</td>\n",
       "      <td>...</td>\n",
       "      <td>113.291613,23.007627</td>\n",
       "      <td>[]</td>\n",
       "      <td>F49F012043_352256</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>3.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>440000</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>科教文化服务;学校;中学</td>\n",
       "      <td>[{'title': [], 'url': 'http://store.is.autonav...</td>\n",
       "      <td>0</td>\n",
       "      <td>3413520310</td>\n",
       "      <td>141202</td>\n",
       "      <td>...</td>\n",
       "      <td>113.290144,23.086162</td>\n",
       "      <td>[]</td>\n",
       "      <td>F49F011043_44630</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>3.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>440000</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>科教文化服务;学校;中学</td>\n",
       "      <td>[{'title': [], 'url': 'http://store.is.autonav...</td>\n",
       "      <td>0</td>\n",
       "      <td>3513015602</td>\n",
       "      <td>141202</td>\n",
       "      <td>...</td>\n",
       "      <td>113.210511,23.377327</td>\n",
       "      <td>[]</td>\n",
       "      <td>F49F008042_231295;164145</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>3.5</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>B0FFIGLX5N</td>\n",
       "      <td>[]</td>\n",
       "      <td>440000</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>科教文化服务;学校;中学</td>\n",
       "      <td>[{'title': [], 'url': 'http://store.is.autonav...</td>\n",
       "      <td>0</td>\n",
       "      <td>3413521300</td>\n",
       "      <td>141202</td>\n",
       "      <td>...</td>\n",
       "      <td>113.29102,23.093801</td>\n",
       "      <td>[]</td>\n",
       "      <td>F49F011043_71012;71011</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>4.5</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
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       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>440000</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>科教文化服务;学校;中学</td>\n",
       "      <td>[{'title': [], 'url': 'http://store.is.autonav...</td>\n",
       "      <td>0</td>\n",
       "      <td>3513115221</td>\n",
       "      <td>141202</td>\n",
       "      <td>...</td>\n",
       "      <td>113.15763,23.464562</td>\n",
       "      <td>[]</td>\n",
       "      <td>F49F007042_6526</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>3.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>440000</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>科教文化服务;学校;中学</td>\n",
       "      <td>[{'title': [], 'url': 'http://store.is.autonav...</td>\n",
       "      <td>0</td>\n",
       "      <td>3513017810</td>\n",
       "      <td>141202</td>\n",
       "      <td>...</td>\n",
       "      <td>113.229068,23.396533</td>\n",
       "      <td>[]</td>\n",
       "      <td>F49F008042_43659</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>5.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>440000</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>科教文化服务;学校;中学</td>\n",
       "      <td>[{'title': [], 'url': 'http://store.is.autonav...</td>\n",
       "      <td>0</td>\n",
       "      <td>3413763821</td>\n",
       "      <td>141202</td>\n",
       "      <td>...</td>\n",
       "      <td>113.854174,23.282078</td>\n",
       "      <td>[]</td>\n",
       "      <td>F49F009047_127301</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>4.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>440000</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>科教文化服务;学校;中学</td>\n",
       "      <td>[{'title': [], 'url': 'http://store.is.autonav...</td>\n",
       "      <td>0</td>\n",
       "      <td>3513245610</td>\n",
       "      <td>141202</td>\n",
       "      <td>...</td>\n",
       "      <td>113.575629,23.546904</td>\n",
       "      <td>[]</td>\n",
       "      <td>F49F006045_113714</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>3.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>440000</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>科教文化服务;学校;中学</td>\n",
       "      <td>[{'title': [], 'url': 'http://store.is.autonav...</td>\n",
       "      <td>0</td>\n",
       "      <td>3413525212</td>\n",
       "      <td>141202</td>\n",
       "      <td>...</td>\n",
       "      <td>113.284834,23.130151</td>\n",
       "      <td>[]</td>\n",
       "      <td>F49F011043_603641</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>4.5</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>440000</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>科教文化服务;学校;中学</td>\n",
       "      <td>[{'title': [], 'url': 'http://store.is.autonav...</td>\n",
       "      <td>0</td>\n",
       "      <td>3413520022</td>\n",
       "      <td>141202</td>\n",
       "      <td>...</td>\n",
       "      <td>113.263304,23.089455</td>\n",
       "      <td>[]</td>\n",
       "      <td>F49F011043_139313;47922</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>4.5</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>440000</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>科教文化服务;学校;中学</td>\n",
       "      <td>[{'title': [], 'url': 'http://store.is.autonav...</td>\n",
       "      <td>0</td>\n",
       "      <td>3413517621</td>\n",
       "      <td>141202</td>\n",
       "      <td>...</td>\n",
       "      <td>113.207587,23.147487</td>\n",
       "      <td>[]</td>\n",
       "      <td>F49F011042_141569</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>3.5</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>440000</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>科教文化服务;学校;中学</td>\n",
       "      <td>[{'title': [], 'url': 'http://aos-cdn-image.am...</td>\n",
       "      <td>0</td>\n",
       "      <td>3413532510</td>\n",
       "      <td>141202</td>\n",
       "      <td>...</td>\n",
       "      <td>113.438497,23.102962</td>\n",
       "      <td>[]</td>\n",
       "      <td>F49F011044_267153</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>4.5</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>20 rows × 46 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        parent distance   pcode importance recommend          type  \\\n",
       "0           []       []  440000         []         0  科教文化服务;学校;中学   \n",
       "1           []       []  440000         []         0  科教文化服务;学校;中学   \n",
       "2           []       []  440000         []         0  科教文化服务;学校;中学   \n",
       "3           []       []  440000         []         0  科教文化服务;学校;中学   \n",
       "4           []       []  440000         []         0  科教文化服务;学校;中学   \n",
       "5           []       []  440000         []         0  科教文化服务;学校;中学   \n",
       "6   B00141RASQ       []  440000         []         0  科教文化服务;学校;中学   \n",
       "7           []       []  440000         []         0  科教文化服务;学校;中学   \n",
       "8           []       []  440000         []         0  科教文化服务;学校;中学   \n",
       "9           []       []  440000         []         0  科教文化服务;学校;中学   \n",
       "10          []       []  440000         []         0  科教文化服务;学校;中学   \n",
       "11  B0FFIGLX5N       []  440000         []         0  科教文化服务;学校;中学   \n",
       "12          []       []  440000         []         0  科教文化服务;学校;中学   \n",
       "13          []       []  440000         []         0  科教文化服务;学校;中学   \n",
       "14          []       []  440000         []         0  科教文化服务;学校;中学   \n",
       "15          []       []  440000         []         0  科教文化服务;学校;中学   \n",
       "16          []       []  440000         []         0  科教文化服务;学校;中学   \n",
       "17          []       []  440000         []         0  科教文化服务;学校;中学   \n",
       "18          []       []  440000         []         0  科教文化服务;学校;中学   \n",
       "19          []       []  440000         []         0  科教文化服务;学校;中学   \n",
       "\n",
       "                                               photos discount_num  \\\n",
       "0   [{'title': '外景图', 'url': 'http://store.is.auto...            0   \n",
       "1   [{'title': [], 'url': 'http://store.is.autonav...            0   \n",
       "2   [{'title': [], 'url': 'http://store.is.autonav...            0   \n",
       "3   [{'title': [], 'url': 'http://store.is.autonav...            0   \n",
       "4   [{'title': '外景图', 'url': 'http://store.is.auto...            0   \n",
       "5   [{'title': [], 'url': 'http://store.is.autonav...            0   \n",
       "6   [{'title': '内景图', 'url': 'http://store.is.auto...            0   \n",
       "7   [{'title': '内景图', 'url': 'http://store.is.auto...            0   \n",
       "8   [{'title': '门头照', 'url': 'http://store.is.auto...            0   \n",
       "9   [{'title': [], 'url': 'http://store.is.autonav...            0   \n",
       "10  [{'title': [], 'url': 'http://store.is.autonav...            0   \n",
       "11  [{'title': [], 'url': 'http://store.is.autonav...            0   \n",
       "12  [{'title': [], 'url': 'http://store.is.autonav...            0   \n",
       "13  [{'title': [], 'url': 'http://store.is.autonav...            0   \n",
       "14  [{'title': [], 'url': 'http://store.is.autonav...            0   \n",
       "15  [{'title': [], 'url': 'http://store.is.autonav...            0   \n",
       "16  [{'title': [], 'url': 'http://store.is.autonav...            0   \n",
       "17  [{'title': [], 'url': 'http://store.is.autonav...            0   \n",
       "18  [{'title': [], 'url': 'http://store.is.autonav...            0   \n",
       "19  [{'title': [], 'url': 'http://aos-cdn-image.am...            0   \n",
       "\n",
       "      gridcode typecode  ...              location shopid  \\\n",
       "0   3413332000   141202  ...  113.375212,22.933892     []   \n",
       "1   3513052021   141202  ...   113.63116,23.357134     []   \n",
       "2   3413525511   141202  ...  113.320198,23.129441     []   \n",
       "3   3413623512   141202  ...  113.323519,23.194831     []   \n",
       "4   3413324900   141202  ...  113.362869,22.952392     []   \n",
       "5   3513120722   141202  ...  113.348445,23.424031     []   \n",
       "6   3413520222   141202  ...  113.285307,23.089539     []   \n",
       "7   3413764810   141202  ...  113.852651,23.287645     []   \n",
       "8   3413420320   141202  ...  113.291613,23.007627     []   \n",
       "9   3413520310   141202  ...  113.290144,23.086162     []   \n",
       "10  3513015602   141202  ...  113.210511,23.377327     []   \n",
       "11  3413521300   141202  ...   113.29102,23.093801     []   \n",
       "12  3513115221   141202  ...   113.15763,23.464562     []   \n",
       "13  3513017810   141202  ...  113.229068,23.396533     []   \n",
       "14  3413763821   141202  ...  113.854174,23.282078     []   \n",
       "15  3513245610   141202  ...  113.575629,23.546904     []   \n",
       "16  3413525212   141202  ...  113.284834,23.130151     []   \n",
       "17  3413520022   141202  ...  113.263304,23.089455     []   \n",
       "18  3413517621   141202  ...  113.207587,23.147487     []   \n",
       "19  3413532510   141202  ...  113.438497,23.102962     []   \n",
       "\n",
       "                  navi_poiid groupbuy_num biz_ext.cost biz_ext.rating  \\\n",
       "0          F49F013043_126121            0           []            3.0   \n",
       "1              F49F008046_34            0           []            3.0   \n",
       "2                         []            0           []            4.5   \n",
       "3           F49F010043_71998            0           []            3.0   \n",
       "4           F49F013043_88503            0           []            4.5   \n",
       "5             F49F007043_102            0           []            3.0   \n",
       "6           F49F011043_44865            0           []            4.0   \n",
       "7             F49F009047_325            0           []            3.0   \n",
       "8          F49F012043_352256            0           []            3.0   \n",
       "9           F49F011043_44630            0           []            3.0   \n",
       "10  F49F008042_231295;164145            0           []            3.5   \n",
       "11    F49F011043_71012;71011            0           []            4.5   \n",
       "12           F49F007042_6526            0           []            3.0   \n",
       "13          F49F008042_43659            0           []            5.0   \n",
       "14         F49F009047_127301            0           []            4.0   \n",
       "15         F49F006045_113714            0           []            3.0   \n",
       "16         F49F011043_603641            0           []            4.5   \n",
       "17   F49F011043_139313;47922            0           []            4.5   \n",
       "18         F49F011042_141569            0           []            3.5   \n",
       "19         F49F011044_267153            0           []            4.5   \n",
       "\n",
       "   indoor_data.cmsid indoor_data.truefloor indoor_data.cpid indoor_data.floor  \n",
       "0                 []                    []               []                []  \n",
       "1                 []                    []               []                []  \n",
       "2                 []                    []               []                []  \n",
       "3                 []                    []               []                []  \n",
       "4                 []                    []               []                []  \n",
       "5                 []                    []               []                []  \n",
       "6                 []                    []               []                []  \n",
       "7                 []                    []               []                []  \n",
       "8                 []                    []               []                []  \n",
       "9                 []                    []               []                []  \n",
       "10                []                    []               []                []  \n",
       "11                []                    []               []                []  \n",
       "12                []                    []               []                []  \n",
       "13                []                    []               []                []  \n",
       "14                []                    []               []                []  \n",
       "15                []                    []               []                []  \n",
       "16                []                    []               []                []  \n",
       "17                []                    []               []                []  \n",
       "18                []                    []               []                []  \n",
       "19                []                    []               []                []  \n",
       "\n",
       "[20 rows x 46 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    .dataframe tbody tr th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
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       "      <th></th>\n",
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       "  <tbody>\n",
       "  </tbody>\n",
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       "Empty DataFrame\n",
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       "Index: []"
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     },
     "metadata": {},
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    }
   ],
   "source": [
    "df_广州_中学 = pd.json_normalize(广州_中学[\"pois\"])\n",
    "df_广州_中学_星海中学 = pd.json_normalize(广州_中学[\"pois\"][7][\"children\"])\n",
    "display(df_广州_中学,df_广州_中学_星海中学)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 静态地图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {},
   "outputs": [],
   "source": [
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "def staticmap(location,zoom,size=None,scale=1,markers=None,labels=None,paths=None,traffic=0,page=None,sig=None)->dict:\n",
    "    url = 'https://restapi.amap.com/v3/staticmap?parameters'\n",
    "    params={\n",
    "        'key':key_li,\n",
    "        'location':location,\n",
    "        'zoom':zoom,\n",
    "        'size':size,\n",
    "        'scale':scale,\n",
    "        'markers':markers,\n",
    "        'labels':labels,\n",
    "        'paths':paths,\n",
    "        'traffic':traffic,\n",
    "        'sig':sig,\n",
    "        'output':'json'\n",
    "    }\n",
    "    response = requests.get(url,params=params)\n",
    "    data = Image.open(BytesIO(response.content))\n",
    "    return data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=P size=400x400 at 0x257682F49A0>"
      ]
     },
     "execution_count": 127,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "staticmap(location=中大南方_location,zoom=18)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## IP定位"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {},
   "outputs": [],
   "source": [
    "def ip(key,ip,sig=None)->dict:\n",
    "    url = \"https://restapi.amap.com/v3/ip?parameters\"\n",
    "    params={\n",
    "        'key':key_li,\n",
    "        'ip':ip,\n",
    "        'sig':sig,\n",
    "        'output':'json'\n",
    "    }\n",
    "    response = requests.get(url,params=params)\n",
    "    result = response.json()\n",
    "    return result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'status': '1',\n",
       " 'info': 'OK',\n",
       " 'infocode': '10000',\n",
       " 'province': '北京市',\n",
       " 'city': '北京市',\n",
       " 'adcode': '110000',\n",
       " 'rectangle': '116.0119343,39.66127144;116.7829835,40.2164962'}"
      ]
     },
     "execution_count": 129,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ip(key_li,\"114.247.50.2\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 坐标转换"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [],
   "source": [
    "def convert(key,location,coordsys=\"autonavi\",sig=None,output=\"json\")->dict:\n",
    "    url = \"https://restapi.amap.com/v3/assistant/coordinate/convert?parameters\"\n",
    "    params = {\n",
    "        'key':key_li,\n",
    "        \"locations\": location,\n",
    "        \"coordsys\": coordsys,\n",
    "        \"sig\": sig,\n",
    "        \"output\": output\n",
    "          }  \n",
    "    response = requests.get(url,params)\n",
    "    return response.json()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'status': '1',\n",
       " 'info': 'ok',\n",
       " 'infocode': '10000',\n",
       " 'locations': '116.481499,39.990475|116.481499,39.990375'}"
      ]
     },
     "execution_count": 109,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "convert(key_li,\"116.481499,39.990475|116.481499,39.990375\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 天气查询"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {},
   "outputs": [],
   "source": [
    "def weather(key,city,extension=\"all\",output=\"json\"):\n",
    "    url = \"https://restapi.amap.com/v3/weather/weatherInfo?parameters\"\n",
    "    params = {\n",
    "        \"key\": key_li,\n",
    "        \"city\": city,\n",
    "        \"extensions\":extension,\n",
    "        \"output\": output\n",
    "    }\n",
    "    r = requests.get(url,params)\n",
    "    return r.json()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'status': '1',\n",
       " 'count': '1',\n",
       " 'info': 'OK',\n",
       " 'infocode': '10000',\n",
       " 'forecasts': [{'city': '佛山市',\n",
       "   'adcode': '440600',\n",
       "   'province': '广东',\n",
       "   'reporttime': '2020-11-17 00:52:19',\n",
       "   'casts': [{'date': '2020-11-16',\n",
       "     'week': '1',\n",
       "     'dayweather': '多云',\n",
       "     'nightweather': '多云',\n",
       "     'daytemp': '28',\n",
       "     'nighttemp': '21',\n",
       "     'daywind': '东北',\n",
       "     'nightwind': '东北',\n",
       "     'daypower': '≤3',\n",
       "     'nightpower': '≤3'},\n",
       "    {'date': '2020-11-17',\n",
       "     'week': '2',\n",
       "     'dayweather': '多云',\n",
       "     'nightweather': '阴',\n",
       "     'daytemp': '27',\n",
       "     'nighttemp': '22',\n",
       "     'daywind': '北',\n",
       "     'nightwind': '北',\n",
       "     'daypower': '≤3',\n",
       "     'nightpower': '≤3'},\n",
       "    {'date': '2020-11-18',\n",
       "     'week': '3',\n",
       "     'dayweather': '小雨',\n",
       "     'nightweather': '阴',\n",
       "     'daytemp': '27',\n",
       "     'nighttemp': '22',\n",
       "     'daywind': '北',\n",
       "     'nightwind': '北',\n",
       "     'daypower': '≤3',\n",
       "     'nightpower': '≤3'},\n",
       "    {'date': '2020-11-19',\n",
       "     'week': '4',\n",
       "     'dayweather': '小雨',\n",
       "     'nightweather': '阵雨',\n",
       "     'daytemp': '28',\n",
       "     'nighttemp': '23',\n",
       "     'daywind': '北',\n",
       "     'nightwind': '北',\n",
       "     'daypower': '≤3',\n",
       "     'nightpower': '≤3'}]}]}"
      ]
     },
     "execution_count": 141,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "weather(key_li,\"佛山\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 输入提示"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {},
   "outputs": [],
   "source": [
    "def input_tips(key,keyword,poi_type=None,location=None,city=None,citylimit=\"false\",datatype=\"all\",sig=None,output=\"json\",callback=None):\n",
    "    url = \"https://restapi.amap.com/v3/assistant/inputtips?parameters\"\n",
    "    params = {\n",
    "        \"key\": key_li,\n",
    "        \"keywords\": keyword,\n",
    "        \"type\": poi_type,\n",
    "        \"location\": location,\n",
    "        \"city\": city,\n",
    "        \"citylimit\": citylimit,\n",
    "        \"datatype\": datatype,\n",
    "        \"sig\": sig,\n",
    "        \"output\": output,\n",
    "        \"callback\": callback\n",
    "    }\n",
    "    r = requests.get(url,params)\n",
    "    return r.json()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'status': '1',\n",
       " 'count': '10',\n",
       " 'info': 'OK',\n",
       " 'infocode': '10000',\n",
       " 'tips': [{'id': [],\n",
       "   'name': '天河城百货',\n",
       "   'district': [],\n",
       "   'adcode': [],\n",
       "   'location': [],\n",
       "   'address': [],\n",
       "   'typecode': [],\n",
       "   'city': []},\n",
       "  {'id': 'B00141UE4E',\n",
       "   'name': '天河城',\n",
       "   'district': '广东省广州市天河区',\n",
       "   'adcode': '440106',\n",
       "   'location': '113.322605,23.132333',\n",
       "   'address': '天河路208号',\n",
       "   'typecode': '060101',\n",
       "   'city': []},\n",
       "  {'id': 'B0FFM5XKH5',\n",
       "   'name': '天河城',\n",
       "   'district': '广东省广州市番禺区',\n",
       "   'adcode': '440113',\n",
       "   'location': '113.341837,23.009065',\n",
       "   'address': '番禺大道万博中心A5周大福专营店',\n",
       "   'typecode': '060000',\n",
       "   'city': []},\n",
       "  {'id': 'B00141JL5G',\n",
       "   'name': '天河城百货(东圃店)',\n",
       "   'district': '广东省广州市天河区',\n",
       "   'adcode': '440106',\n",
       "   'location': '113.404724,23.121973',\n",
       "   'address': '中山大道中437号',\n",
       "   'typecode': '060102',\n",
       "   'city': []},\n",
       "  {'id': 'B00141I7LX',\n",
       "   'name': '天河城百货(奥体店)',\n",
       "   'district': '广东省广州市天河区',\n",
       "   'adcode': '440106',\n",
       "   'location': '113.415824,23.129553',\n",
       "   'address': '奥体南路12号优托邦4期1-3层',\n",
       "   'typecode': '060102',\n",
       "   'city': []},\n",
       "  {'id': 'B00140U2QF',\n",
       "   'name': '天河城百货(北京路店)',\n",
       "   'district': '广东省广州市越秀区',\n",
       "   'adcode': '440104',\n",
       "   'location': '113.270025,23.122848',\n",
       "   'address': '北京路一街238号名盛广场1-6层',\n",
       "   'typecode': '060101',\n",
       "   'city': []},\n",
       "  {'id': 'B00140MJJW',\n",
       "   'name': '天河城百货(万博店)',\n",
       "   'district': '广东省广州市番禺区',\n",
       "   'adcode': '440113',\n",
       "   'location': '113.341842,23.009057',\n",
       "   'address': '番禺大道北',\n",
       "   'typecode': '060101',\n",
       "   'city': []},\n",
       "  {'id': 'B0GUC78YMP',\n",
       "   'name': '天河城购物中心(建设中)',\n",
       "   'district': '广东省广州市番禺区',\n",
       "   'adcode': '440113',\n",
       "   'location': '113.347990,23.004283',\n",
       "   'address': '汉溪大道东366号',\n",
       "   'typecode': '060101',\n",
       "   'city': []},\n",
       "  {'id': 'B00140T3M3',\n",
       "   'name': '天河城(东门)',\n",
       "   'district': '广东省广州市天河区',\n",
       "   'adcode': '440106',\n",
       "   'location': '113.323202,23.132064',\n",
       "   'address': '天河路208号',\n",
       "   'typecode': '990000',\n",
       "   'city': []},\n",
       "  {'id': 'B001401926',\n",
       "   'name': '城建大厦',\n",
       "   'district': '广东省广州市天河区',\n",
       "   'adcode': '440106',\n",
       "   'location': '113.320885,23.139204',\n",
       "   'address': '体育西路189号',\n",
       "   'typecode': '120201',\n",
       "   'city': []}]}"
      ]
     },
     "execution_count": 145,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "input_tips(key_li,\"天河城\",city=\"广州\")"
   ]
  }
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